3361 lines
1.4 MiB
3361 lines
1.4 MiB
{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "69c73990",
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"metadata": {},
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"source": [
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"# Coursework TensorFlow\n",
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"# SPCE0038: Machine Learning with Big-Data"
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]
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},
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{
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"cell_type": "markdown",
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"id": "67cacfd6",
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"metadata": {},
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"source": [
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"---"
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]
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},
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{
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"cell_type": "markdown",
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"id": "1d428273",
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"metadata": {},
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"source": [
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"## Overview\n",
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"\n",
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"This coursework is provided as a Jupyter notebook, which you will need to complete. \n",
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"\n",
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"Throughout the notebook you will need to complete code, analytic exercises (if equations are required please typeset your solutions using latex in the markdown cell provided) and descriptive answers. Much of the grading of the coursework will be performed automatically, so it is critical you name your variables as requested."
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]
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},
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{
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"cell_type": "markdown",
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"id": "90b39499",
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"metadata": {},
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"source": [
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"Before you turn this coursework in, make sure everything runs as expected. First, **restart the kernel** (in the menubar, select Kernel$\\rightarrow$Restart) and then **run all cells** (in the menubar, select Cell$\\rightarrow$Run All).\n",
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"\n",
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"Make sure you fill in any place that says \"YOUR ANSWER HERE\" or `YOUR CODE HERE` and remove remove the `raise NotImplementedError()` exceptions that are thrown before you have added your answers. Do not add and remove cells but rather provide your answers in the spaces given."
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]
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},
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{
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"cell_type": "markdown",
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"id": "150e1000",
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"metadata": {},
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"source": [
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"Please also:\n",
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"\n",
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"- Make sure you use a python environment using the `requirements.txt` files provided by the course.\n",
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"- Make sure your notebook executes without errors.\n",
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"- Do not add and remove cells but only provide your answers in the spaces given.\n",
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"- Do not add or change code in the cells other than the ones marked with `# YOUR CODE HERE`.\n",
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"- Do not overwrite or rename any existing variables.\n",
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"- Do not install code or packages in the notebooks.\n",
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"- Do not import any libraries other than modules from `sklearn` or `tensorflow`.\n",
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"- Always label your plots.\n",
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"- Answer the questions concisely and show your work/derivations/reasoning."
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]
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},
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{
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"cell_type": "markdown",
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"id": "f92476d1",
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"metadata": {},
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"source": [
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"**Please rename the notebook filename to include your candidate number in the filename. And please also add your candidate number below:**"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"id": "3593c649",
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"metadata": {},
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"outputs": [],
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"source": [
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"CANDIDATE_NUMBER = \"MCMQ7\""
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]
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},
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{
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"cell_type": "markdown",
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"id": "322a38c5",
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"metadata": {},
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"source": [
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"You will be able to run some basic tests in the notebook to check the basic operation of your code is as expected. Although do not assume your responses are complete or fully correct just because the basic tests pass."
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]
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},
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{
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"cell_type": "markdown",
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"id": "9871e0f5",
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"metadata": {},
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"source": [
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"Once you have renamed the notebook file and completed the exercises, please upload the notebook to Moodle.\n"
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]
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},
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{
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"cell_type": "markdown",
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"id": "d38e1133",
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"metadata": {},
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"source": [
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"---"
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]
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},
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{
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"cell_type": "markdown",
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"id": "719f3952",
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"metadata": {},
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"source": [
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"## Dependencies\n",
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"\n",
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"- Standard course dependencies (e.g. numpy, scikit-learn, etc.)\n",
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"- [TensorFlow](https://www.tensorflow.org/)\n",
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"- [TensorFlow DataSets](https://www.tensorflow.org/datasets)"
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]
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},
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{
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"cell_type": "markdown",
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"id": "07758eeb",
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"metadata": {},
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"source": [
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"---"
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]
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},
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{
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"cell_type": "markdown",
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"id": "a2231590",
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"metadata": {},
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"source": [
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"Notes for people running the notebook in Google Colab:\n",
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"\n",
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"- This notebook uses quite a bit of RAM (the solutions run with ~8.5Gb of RAM), which means that if you are very inefficient in your memory usage, it will not fit within Colab's limits of 12Gb. If this is the case, you can try restarting the runtime to free up memory of variables you have created and that you no longer use or write your code in a more efficient way.\n",
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"- You can enable a Runtime with GPU acceleration for faster training (Runtime -> Change runtime type)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "a32c7c90",
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"metadata": {
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"deletable": false,
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"editable": false,
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"nbgrader": {
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"cell_type": "code",
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"checksum": "b1a7b7723a7cd8fac9ab0856025a6d81",
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"grade": false,
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"grade_id": "cell-418daabc8f9aac61",
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"locked": true,
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"schema_version": 3,
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"solution": false,
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"task": false
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}
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},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"2025-03-20 22:24:16.798627: I external/local_xla/xla/tsl/cuda/cudart_stub.cc:32] Could not find cuda drivers on your machine, GPU will not be used.\n",
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"2025-03-20 22:24:16.801652: I external/local_xla/xla/tsl/cuda/cudart_stub.cc:32] Could not find cuda drivers on your machine, GPU will not be used.\n",
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"2025-03-20 22:24:16.811341: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:477] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n",
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"WARNING: All log messages before absl::InitializeLog() is called are written to STDERR\n",
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"E0000 00:00:1742509456.827236 468842 cuda_dnn.cc:8310] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n",
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"E0000 00:00:1742509456.832323 468842 cuda_blas.cc:1418] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n",
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"2025-03-20 22:24:16.848642: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n",
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"To enable the following instructions: AVX2 FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n"
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]
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}
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],
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"source": [
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"import numpy as np\n",
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"import matplotlib.pyplot as plt\n",
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"\n",
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"import tensorflow as tf\n",
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"import tensorflow_datasets as tfds"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"id": "fad96611",
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"metadata": {
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"deletable": false,
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"editable": false,
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"nbgrader": {
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"cell_type": "code",
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"checksum": "83978659708fbe27b7f96f0c006862a5",
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"grade": false,
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"grade_id": "cell-0be768f33f772611",
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"locked": true,
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"schema_version": 3,
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"solution": false,
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"task": false
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}
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},
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"outputs": [],
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"source": [
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"def check_var_defined(var):\n",
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" try:\n",
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" exec(var)\n",
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" except NameError:\n",
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" raise NameError(var + \" not defined.\")\n",
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" else:\n",
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" print(var + \" defined.\")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "7e45caa0-f9fb-4f83-88df-52d5a5e649d7",
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"metadata": {
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"deletable": false,
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"checksum": "3fbf8aa9005ee23d0ab5544a5d026671",
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"grade": true,
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"grade_id": "cell-59343806849c27ff",
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"locked": true,
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"points": 0,
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"schema_version": 3,
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"solution": false,
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"task": false
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}
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},
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"outputs": [],
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"source": []
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},
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{
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"cell_type": "markdown",
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"id": "0c0e7927",
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"metadata": {
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"deletable": false,
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"editable": false,
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"nbgrader": {
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"checksum": "71eeea15b0b692ba25c290608f294ae1",
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}
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},
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"source": [
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"# Part 1: Data pre-processing\n",
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"\n",
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"\n",
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"In these exercises we will look at the classification of flowers into 5 different classes using convolutional neural networks (CNNs). The implementation of this will be done using TensorFlow (TF).\n",
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"\n",
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"The dataset can be loaded in using the [Tensorflow Datasets](https://www.tensorflow.org/datasets) package. Below you see how we load in the data and change it from a TF generator object into a list of the images and a list of the targets. "
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"id": "f9c193a0",
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"metadata": {
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"deletable": false,
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"editable": false,
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"nbgrader": {
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"cell_type": "code",
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"checksum": "c2460b788cc541a7382bee075395dbb7",
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"grade": false,
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"grade_id": "cell-5a158c5e75738fc8",
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"locked": true,
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"schema_version": 3,
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"solution": false,
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"task": false
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}
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},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"W0000 00:00:1742509459.195582 468842 gpu_device.cc:2344] Cannot dlopen some GPU libraries. Please make sure the missing libraries mentioned above are installed properly if you would like to use GPU. Follow the guide at https://www.tensorflow.org/install/gpu for how to download and setup the required libraries for your platform.\n",
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"Skipping registering GPU devices...\n"
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]
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}
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],
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"source": [
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"# Load data\n",
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"data = tfds.load('tf_flowers', split=[\"train\"], as_supervised=True)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"id": "e438b1ef",
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"metadata": {
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"deletable": false,
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"editable": false,
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"nbgrader": {
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"checksum": "d0e89c00c9c0df44f1b834b9d4391b72",
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"grade_id": "cell-1aefc40e0c7fe096",
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"outputs": [
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"name": "stderr",
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"text": [
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"2025-03-20 22:24:19.295704: I tensorflow/core/kernels/data/tf_record_dataset_op.cc:376] The default buffer size is 262144, which is overridden by the user specified `buffer_size` of 8388608\n",
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"2025-03-20 22:24:20.423168: I tensorflow/core/framework/local_rendezvous.cc:405] Local rendezvous is aborting with status: OUT_OF_RANGE: End of sequence\n"
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]
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}
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],
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"source": [
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"images, targets = zip(*[i for i in data[0]])\n",
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"labels = [\"dandelion\", \"daisy\", \"tulips\", \"sunflowers\", \"roses\"]"
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]
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},
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{
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"cell_type": "markdown",
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"id": "ad3c8560",
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"metadata": {
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"deletable": false,
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"editable": false,
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"cell_type": "markdown",
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"checksum": "71525d2c752790a621a96df6f831cb50",
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"grade_id": "cell-955200c05b4bfd90",
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"source": [
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"_Plot the first two images and their classes by writing a function `show_image`. Set the title of the images to be the class (use the actual label, not the number) it belongs to._ "
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"id": "69bf403d",
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"grade": true,
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"locked": false,
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"points": 1,
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"schema_version": 3,
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"solution": true,
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}
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"outputs": [
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{
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"data": {
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"image/png": 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",
|
|
"text/plain": [
|
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"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"def show_image(image, target):\n",
|
|
" # YOUR CODE HERE\n",
|
|
"\n",
|
|
" # Plot each image in a separate figure\n",
|
|
" plt.figure()\n",
|
|
" \n",
|
|
" # Plot their classes\n",
|
|
" # Set the title of the images to be the class the image belongs to\n",
|
|
" label = labels[target]\n",
|
|
" \n",
|
|
" plt.imshow(image)\n",
|
|
" plt.axis(\"off\")\n",
|
|
" plt.title(label)\n",
|
|
" #raise NotImplementedError()\n",
|
|
"\n",
|
|
"for i in range(2):\n",
|
|
" show_image(images[i], targets[i])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "c091a6b0",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "markdown",
|
|
"checksum": "39fbb3182de77dc1dfefd62803c45add",
|
|
"grade": false,
|
|
"grade_id": "cell-b8ee9d31572d4ef8",
|
|
"locked": true,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"source": [
|
|
"Before we can use the data to train neural networks, we need to pre-process the data such that:\n",
|
|
" \n",
|
|
"- the images are all the same shape (224,224)\n",
|
|
"- the images, originally with values (0, 255), are mapped to have values between (0, 1)\n",
|
|
"- the labels are represented as one-hot vectors"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "bb856fda",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "markdown",
|
|
"checksum": "fefdc012c93c2ff67ef9a229628f8c8c",
|
|
"grade": false,
|
|
"grade_id": "cell-6b5b2f4a3e9c2f2e",
|
|
"locked": true,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"source": [
|
|
"_Write a function to rescale and resize the images._"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"id": "2f2da49d",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"nbgrader": {
|
|
"cell_type": "code",
|
|
"checksum": "cbefaa1f473a3192c47b509da825bf06",
|
|
"grade": false,
|
|
"grade_id": "cell-e3182b662219760c",
|
|
"locked": false,
|
|
"schema_version": 3,
|
|
"solution": true,
|
|
"task": false
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"def rescale_and_resize(image):\n",
|
|
" # YOUR CODE HERE\n",
|
|
" \n",
|
|
" # Rescale to (0, 1) range\n",
|
|
" preprocessed_image = image / 255\n",
|
|
" \n",
|
|
" # Resize to (224, 244)\n",
|
|
" preprocessed_image = tf.image.resize(preprocessed_image, [224, 224])\n",
|
|
" \n",
|
|
" return preprocessed_image\n",
|
|
" #raise NotImplementedError()\n",
|
|
"\n",
|
|
"show_image(rescale_and_resize(images[0]), targets[0])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"id": "5b886c27",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "code",
|
|
"checksum": "1c2e2853426a640227d69892a38e8250",
|
|
"grade": true,
|
|
"grade_id": "cell-cfd89fb8cbcec231",
|
|
"locked": true,
|
|
"points": 2,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"rescale_and_resize defined.\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"check_var_defined('rescale_and_resize')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "053649d0",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "markdown",
|
|
"checksum": "4f93e8f3413c7f585d48368707148246",
|
|
"grade": false,
|
|
"grade_id": "cell-75388a1741e14c88",
|
|
"locked": true,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"source": [
|
|
"_Now use the function to pre-process the data in the variable `images` and save the preprocessed images in an np.ndarray `images_preprocessed`._"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"id": "a880cd0d",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"nbgrader": {
|
|
"cell_type": "code",
|
|
"checksum": "9403f9bc6c73d10b1e8066f7d493c251",
|
|
"grade": false,
|
|
"grade_id": "cell-db4f53cb45712358",
|
|
"locked": false,
|
|
"schema_version": 3,
|
|
"solution": true,
|
|
"task": false
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"# YOUR CODE HERE\n",
|
|
"images_preprocessed = np.array([rescale_and_resize(img) for img in images])\n",
|
|
"#raise NotImplementedError()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"id": "f767e9cf",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "code",
|
|
"checksum": "ab073c4d8d13a773b25c7593eb989630",
|
|
"grade": true,
|
|
"grade_id": "cell-3511cf050a781aab",
|
|
"locked": true,
|
|
"points": 1,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"images_preprocessed defined.\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"check_var_defined('images_preprocessed')\n",
|
|
"assert type(images_preprocessed) == np.ndarray, \"Make sure to store your answer as a np.ndarray\""
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "94226e02",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "markdown",
|
|
"checksum": "077387018e16644826fd4e066af0bac9",
|
|
"grade": false,
|
|
"grade_id": "cell-0825cee2278d9239",
|
|
"locked": true,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"source": [
|
|
"One approach to represent the image labels so that they can be trainable by a neural network is to represented them as a one-hot vector. \n",
|
|
"\n",
|
|
"_Write a function `one_hot_encoding` that takes the integer label and returns a one-hot vector of the label._"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"id": "e40efe42",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"nbgrader": {
|
|
"cell_type": "code",
|
|
"checksum": "2a20a5b6a598460960720ee49678a575",
|
|
"grade": false,
|
|
"grade_id": "cell-f8acfd909ba340a6",
|
|
"locked": false,
|
|
"schema_version": 3,
|
|
"solution": true,
|
|
"task": false
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"target: 2, encoding: [0. 0. 1. 0. 0.]\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"def one_hot_encoding(target):\n",
|
|
" # YOUR CODE HERE\n",
|
|
" v = np.zeros(len(labels))\n",
|
|
" v[target] = 1\n",
|
|
" return v\n",
|
|
" #raise NotImplementedError()\n",
|
|
"\n",
|
|
"print(f\"target: {targets[0]}, encoding: {one_hot_encoding(targets[0])}\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "8736ec68",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "markdown",
|
|
"checksum": "0adb27dc2f6de0791a6b8c2d3da175ec",
|
|
"grade": false,
|
|
"grade_id": "cell-48b78919122984cd",
|
|
"locked": true,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"source": [
|
|
"_Now use the function `one_hot_encoding` to create an np.ndarray of the one-hot representations of all the labels in `targets` and save them in `targets_preprocessed`._"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"id": "b91925ad",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"nbgrader": {
|
|
"cell_type": "code",
|
|
"checksum": "c1b73325cca5ea5c87c016fa8679da87",
|
|
"grade": false,
|
|
"grade_id": "cell-66f4d1b4865c393b",
|
|
"locked": false,
|
|
"schema_version": 3,
|
|
"solution": true,
|
|
"task": false
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"# YOUR CODE HERE\n",
|
|
"targets_preprocessed = np.array([one_hot_encoding(t) for t in targets])\n",
|
|
"#raise NotImplementedError()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"id": "008bf36d",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "code",
|
|
"checksum": "77ce70a606155c9bd692ea157f2ba4c5",
|
|
"grade": true,
|
|
"grade_id": "cell-b7bd3e108b492d1a",
|
|
"locked": true,
|
|
"points": 1,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"targets_preprocessed defined.\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"check_var_defined('targets_preprocessed')\n",
|
|
"assert type(targets_preprocessed) == np.ndarray, \"Make sure to store your answer as a np.ndarray\""
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "93a82e2e",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "markdown",
|
|
"checksum": "41c81734a6061adb3960393c731fbcb8",
|
|
"grade": false,
|
|
"grade_id": "cell-064a192e04bbe563",
|
|
"locked": true,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"source": [
|
|
"In this notebook you will train different models and compare them against each other. \n",
|
|
"\n",
|
|
"Now that the data is pre-processed. We will split the data in three datasets, a train, validation and test set. \n",
|
|
"\n",
|
|
"_Why do we need these three sets and what do we use them for._"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "a070cee1",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"nbgrader": {
|
|
"cell_type": "markdown",
|
|
"checksum": "e411d567e9977776b601d7b2b60e317f",
|
|
"grade": true,
|
|
"grade_id": "cell-a9728f3a37f9b12d",
|
|
"locked": false,
|
|
"points": 3,
|
|
"schema_version": 3,
|
|
"solution": true,
|
|
"task": false
|
|
}
|
|
},
|
|
"source": [
|
|
"The training dataset is for initially fitting the models to the data.\n",
|
|
"\n",
|
|
"The test dataset is for performing final, unbiased verification of the model once training is complete.\n",
|
|
"\n",
|
|
"The validation set is somewhat of a halfway point between the two. It is used for tuning the model while training, for example by detecting overfitting. Overfitting can be detected by measuring the model's error on the validation set per epoch. If the validation error increases between epochs, the model could be overfitting and this can be used to stop the training early before it gets worse."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "ffd06ef7",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "markdown",
|
|
"checksum": "e8ede38fcd2fe8b3353140b6185a939b",
|
|
"grade": false,
|
|
"grade_id": "cell-5f7c36786ea1ac16",
|
|
"locked": true,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"source": [
|
|
"_Now split the data such that we have a train set with 80\\% of the samples and a validation and test set each with 10\\% of the samples. Save the results in `x_train`, `y_train`, `x_val`, `y_val`, `x_test`, and `y_test`._"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"id": "5fb75b70",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"nbgrader": {
|
|
"cell_type": "code",
|
|
"checksum": "9cc2c69bb2fa3aa04c24a14b0c7c0c4e",
|
|
"grade": false,
|
|
"grade_id": "cell-0d2a7323600586f0",
|
|
"locked": false,
|
|
"schema_version": 3,
|
|
"solution": true,
|
|
"task": false
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Train samples: 2936, Validation samples: 367, Test samples: 367\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"tf.keras.utils.set_random_seed(371947)\n",
|
|
"# YOUR CODE HERE\n",
|
|
"length = len(images_preprocessed)\n",
|
|
"x_train, x_val, x_test = np.split(images_preprocessed, [int(length*.8), int(length*.9)])\n",
|
|
"y_train, y_val, y_test = np.split(targets_preprocessed, [int(length*.8), int(length*.9)])\n",
|
|
"#raise NotImplementedError()\n",
|
|
"\n",
|
|
"print(f\"Train samples: {len(x_train)}, Validation samples: {len(x_test)}, Test samples: {len(x_val)}\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"id": "caaff270",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "code",
|
|
"checksum": "14729a3cfe23681c3c0310bcf17af528",
|
|
"grade": true,
|
|
"grade_id": "cell-2e10a0d0c102a096",
|
|
"locked": true,
|
|
"points": 2,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"x_train defined.\n",
|
|
"y_train defined.\n",
|
|
"x_val defined.\n",
|
|
"y_val defined.\n",
|
|
"x_test defined.\n",
|
|
"y_test defined.\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"check_var_defined('x_train')\n",
|
|
"check_var_defined('y_train')\n",
|
|
"\n",
|
|
"check_var_defined('x_val')\n",
|
|
"check_var_defined('y_val')\n",
|
|
"\n",
|
|
"check_var_defined('x_test')\n",
|
|
"check_var_defined('y_test')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "cc327e32",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "markdown",
|
|
"checksum": "6274d96a91edd7e1292a5b6355ea3bef",
|
|
"grade": false,
|
|
"grade_id": "cell-383c6a2fa62bb715",
|
|
"locked": true,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"source": [
|
|
"WARNING: Before we continue we delete the variable `images_preprocessed` (you don't need that anymore) to manage our RAM consumption. If you want to use that variable again you will have to rerun the cell that creates it."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 16,
|
|
"id": "156ef4a4",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "code",
|
|
"checksum": "7aefd78f3a200aeea2cb44ab96d4578a",
|
|
"grade": false,
|
|
"grade_id": "cell-97bcc5cb67d2816b",
|
|
"locked": true,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"# Freeing up RAM by deleting this variable\n",
|
|
"del images_preprocessed"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "cccda08d",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "markdown",
|
|
"checksum": "5c9e2a2efad571fc5c110c912ee46805",
|
|
"grade": false,
|
|
"grade_id": "cell-30894c26978e5d77",
|
|
"locked": true,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"source": [
|
|
"# Part 2: Training a basic CNN model \n",
|
|
"\n",
|
|
"Now that we have pre-processed the data and split it into different parts for training, validation and testing, you can start training some neural networks. "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "7a19e6a8",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "markdown",
|
|
"checksum": "f28ec881e0bb1e54f3f45c022b8774be",
|
|
"grade": false,
|
|
"grade_id": "cell-bff4b784586115f7",
|
|
"locked": true,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"source": [
|
|
"Our model will take as input the $224 \\times 224$ rgb (3-channel) images and will give as output a length five vector of which the different elements correspond to the five different classes. \n",
|
|
"\n",
|
|
"The model will start with convolutional layers followed by a hidden dense layer and then the final dense layer that gives us our output. \n",
|
|
"\n",
|
|
"_What kind of activation function should we use on the convolutional, dense and output layers and why these specific activation functions? (motivate your answers)_"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "409a0e94",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"nbgrader": {
|
|
"cell_type": "markdown",
|
|
"checksum": "77b3bb801e2b3da0731abff4924aec74",
|
|
"grade": true,
|
|
"grade_id": "cell-50455d0a455cb88d",
|
|
"locked": false,
|
|
"points": 3,
|
|
"schema_version": 3,
|
|
"solution": true,
|
|
"task": false
|
|
}
|
|
},
|
|
"source": [
|
|
"A common problem with activation functions is that of vanishing gradients in lower layers, when gradients become very small and cease to be updated in training, or exploding gradients, in which case the training algorithm may not converge. We use different activation functions to avoid this problem. The choice of activation function depends on multiple factors, one of which is whether the data has negative values or not. In our case, it does not - we normalised the data into the range (0, 1)\n",
|
|
"\n",
|
|
"The convolutional layer should use a ReLU activation function to prevent vanishing gradients, as the function's gradient is never zero for positive values.\n",
|
|
"\n",
|
|
"The dense layer should also use ReLU, for the same reason as the convolutional layer. It could use Tanh if negative values were present.\n",
|
|
"\n",
|
|
"The activation function for the output layer depends on the problem type. In our case we are doing multi-class classification, so we should use Softmax to map predictions to probabilities The probabilities for each class will sum to 1."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "a35b7d12",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "markdown",
|
|
"checksum": "5a5e9aca09fced3bed74485bd77db7d6",
|
|
"grade": false,
|
|
"grade_id": "cell-bfa3eeeb3542219a",
|
|
"locked": true,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"source": [
|
|
"_Create a model using the `tf.keras.models.Sequential()` model and add to that:_\n",
|
|
"\n",
|
|
"- Input layer: A 2D convolutional layer with 8 filters, a 3x3 kernel and the ReLU activation function. Specify that this layer has an `input_shape` of (224, 224, 3)_ \n",
|
|
"- A 2D MaxPool layer with strides 2x2\n",
|
|
"\n",
|
|
"- A 2D convolutional layer with 16 filters, a 3x3 kernel and a the ReLU activation function\n",
|
|
"- A 2D MaxPool layer with strides 2x2\n",
|
|
"\n",
|
|
"- A 2D convolutional layer with 32 filters, a 3x3 kernel and a the ReLU activation function\n",
|
|
"- A 2D MaxPool layer with strides 2x2\n",
|
|
"\n",
|
|
"- A 2D convolutional layer with 32 filters, a 3x3 kernel and a the ReLU activation function\n",
|
|
"- A 2D MaxPool layer with strides 2x2\n",
|
|
"\n",
|
|
"- A Flatten layer to flatten the filters to a single vector\n",
|
|
"- A Dense layer with 32 nodes and your chosen activation\n",
|
|
"\n",
|
|
"- Output layer: A Dense layer with 5 nodes and your chosen activation\n",
|
|
"\n",
|
|
"_Store the model in the variable `model_basic`._"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 17,
|
|
"id": "b869ea33",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"nbgrader": {
|
|
"cell_type": "code",
|
|
"checksum": "9260f5cd8f6f4294a65d990d4b4811d8",
|
|
"grade": true,
|
|
"grade_id": "cell-07bac90b1f60520f",
|
|
"locked": false,
|
|
"points": 3,
|
|
"schema_version": 3,
|
|
"solution": true,
|
|
"task": false
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/home/ktyl/.conda/envs/mlbd/lib/python3.11/site-packages/keras/src/layers/convolutional/base_conv.py:107: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n",
|
|
" super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"tf.keras.backend.clear_session()\n",
|
|
"tf.keras.utils.set_random_seed(93612)\n",
|
|
"\n",
|
|
"# YOUR CODE HERE\n",
|
|
"model_basic = tf.keras.models.Sequential([\n",
|
|
" tf.keras.layers.Conv2D(filters=8, kernel_size=(3,3), activation=\"relu\", input_shape=(224,224,3)),\n",
|
|
" tf.keras.layers.MaxPool2D(strides=(2,2)),\n",
|
|
" tf.keras.layers.Conv2D(filters=16, kernel_size=(3,3), activation=\"relu\"),\n",
|
|
" tf.keras.layers.MaxPool2D(strides=(2,2)),\n",
|
|
" tf.keras.layers.Conv2D(filters=32, kernel_size=(3,3), activation=\"relu\"),\n",
|
|
" tf.keras.layers.MaxPool2D(strides=(2,2)),\n",
|
|
" tf.keras.layers.Conv2D(filters=32, kernel_size=(3,3), activation=\"relu\"),\n",
|
|
" tf.keras.layers.MaxPool2D(strides=(2,2)),\n",
|
|
" tf.keras.layers.Flatten(),\n",
|
|
" tf.keras.layers.Dense(32, activation=\"relu\"),\n",
|
|
" tf.keras.layers.Dense(5, activation=\"softmax\")\n",
|
|
"])\n",
|
|
"\n",
|
|
"#raise NotImplementedError()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 18,
|
|
"id": "dfd1b4b1",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "code",
|
|
"checksum": "31e5c487515b6eb896b76f01274fa4e1",
|
|
"grade": true,
|
|
"grade_id": "cell-6f80d53f202270f5",
|
|
"locked": true,
|
|
"points": 0,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"model_basic defined.\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"check_var_defined('model_basic')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "732cd91b",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "markdown",
|
|
"checksum": "0a0467c488cd028d8b4f31654da06172",
|
|
"grade": false,
|
|
"grade_id": "cell-fb2a62d393542d0d",
|
|
"locked": true,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"source": [
|
|
"To compile the model we need to specify a loss function. \n",
|
|
"\n",
|
|
"_What loss function would be appropriate for this multi-class classfication problem?_\n",
|
|
"\n",
|
|
"_Also, during training we would like to monitor how well our model performs on predicting the targets. What would be a good metric to track? Motivate your answers._ "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "7fcc8c8c",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"nbgrader": {
|
|
"cell_type": "markdown",
|
|
"checksum": "2c0d8befa01ec00ced7f85f0e9716399",
|
|
"grade": true,
|
|
"grade_id": "cell-0cdde96c1310bf02",
|
|
"locked": false,
|
|
"points": 2,
|
|
"schema_version": 3,
|
|
"solution": true,
|
|
"task": false
|
|
}
|
|
},
|
|
"source": [
|
|
"Categorical Cross-Entropy (CCE) is an appropriate loss function because we are using one-hot encoding and the softmax looss function. One-hot encoding works well with the softmax activation function as we are comparing probabilities and one-hot produces a multi-dimensional vector.\n",
|
|
"\n",
|
|
"We can measure categorial accuracy as a metric since the dataset is one-hot encodded and relatively balanced. The metric measures the proportion of predictions matching one-hot labels."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "99fcaf9a",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "markdown",
|
|
"checksum": "4efc96f0206afd42ee2b8b2b28952a9f",
|
|
"grade": false,
|
|
"grade_id": "cell-4a033537b6ee9406",
|
|
"locked": true,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"source": [
|
|
"Now compile the model using the `Adam` optimiser (with a `learning_rate` of 1e-4), your chosen loss, and your chosen metric to track. (Tip: TF has some loss function and metrics implemented in [tf.keras.losses](https://www.tensorflow.org/api_docs/python/tf/keras/losses) and [tf.keras.metrics](https://www.tensorflow.org/api_docs/python/tf/keras/metrics).)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 19,
|
|
"id": "0daef6f2",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"nbgrader": {
|
|
"cell_type": "code",
|
|
"checksum": "65e0a8df26061b87c55af408082d9018",
|
|
"grade": true,
|
|
"grade_id": "cell-82f41439014ffdad",
|
|
"locked": false,
|
|
"points": 1,
|
|
"schema_version": 3,
|
|
"solution": true,
|
|
"task": false
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"# YOUR CODE HERE\n",
|
|
"model_basic.compile(loss=\"categorical_crossentropy\",\n",
|
|
" optimizer=tf.keras.optimizers.Adam(learning_rate=1e-4),\n",
|
|
" metrics=[tf.keras.metrics.CategoricalAccuracy()])\n",
|
|
"#raise NotImplementedError()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 20,
|
|
"id": "b3f30c12",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "code",
|
|
"checksum": "49c1362aa1b61db1c6ba1e0b660622da",
|
|
"grade": true,
|
|
"grade_id": "cell-05e3602641ad48ce",
|
|
"locked": true,
|
|
"points": 0,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"model_basic defined.\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"check_var_defined('model_basic')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "9414b548",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "markdown",
|
|
"checksum": "1f382259b7899502ac4aac68a8ac4998",
|
|
"grade": false,
|
|
"grade_id": "cell-a109b929fd00512d",
|
|
"locked": true,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"source": [
|
|
"_Now fit the train data for 10 epochs and save the training history in the variable `history_basic`. Also specify the `validation_data` and a `batch_size` of 32._"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 21,
|
|
"id": "5f355c96",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"nbgrader": {
|
|
"cell_type": "code",
|
|
"checksum": "56cd98d186929b568e2f9f81368720a7",
|
|
"grade": true,
|
|
"grade_id": "cell-33eed7f2f5756706",
|
|
"locked": false,
|
|
"points": 2,
|
|
"schema_version": 3,
|
|
"solution": true,
|
|
"task": false
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Epoch 1/10\n",
|
|
"\u001b[1m92/92\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m22s\u001b[0m 216ms/step - categorical_accuracy: 0.3034 - loss: 1.5835 - val_categorical_accuracy: 0.3842 - val_loss: 1.4783\n",
|
|
"Epoch 2/10\n",
|
|
"\u001b[1m92/92\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m19s\u001b[0m 201ms/step - categorical_accuracy: 0.4216 - loss: 1.3884 - val_categorical_accuracy: 0.4741 - val_loss: 1.3093\n",
|
|
"Epoch 3/10\n",
|
|
"\u001b[1m92/92\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m18s\u001b[0m 199ms/step - categorical_accuracy: 0.4820 - loss: 1.2396 - val_categorical_accuracy: 0.4932 - val_loss: 1.2155\n",
|
|
"Epoch 4/10\n",
|
|
"\u001b[1m92/92\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m18s\u001b[0m 199ms/step - categorical_accuracy: 0.5169 - loss: 1.1568 - val_categorical_accuracy: 0.4932 - val_loss: 1.1751\n",
|
|
"Epoch 5/10\n",
|
|
"\u001b[1m92/92\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m18s\u001b[0m 198ms/step - categorical_accuracy: 0.5300 - loss: 1.1089 - val_categorical_accuracy: 0.5177 - val_loss: 1.1498\n",
|
|
"Epoch 6/10\n",
|
|
"\u001b[1m92/92\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m18s\u001b[0m 198ms/step - categorical_accuracy: 0.5450 - loss: 1.0736 - val_categorical_accuracy: 0.5259 - val_loss: 1.1298\n",
|
|
"Epoch 7/10\n",
|
|
"\u001b[1m92/92\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m18s\u001b[0m 199ms/step - categorical_accuracy: 0.5634 - loss: 1.0433 - val_categorical_accuracy: 0.5368 - val_loss: 1.1149\n",
|
|
"Epoch 8/10\n",
|
|
"\u001b[1m92/92\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m19s\u001b[0m 206ms/step - categorical_accuracy: 0.5852 - loss: 1.0178 - val_categorical_accuracy: 0.5450 - val_loss: 1.0949\n",
|
|
"Epoch 9/10\n",
|
|
"\u001b[1m92/92\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m19s\u001b[0m 206ms/step - categorical_accuracy: 0.5967 - loss: 0.9953 - val_categorical_accuracy: 0.5559 - val_loss: 1.0862\n",
|
|
"Epoch 10/10\n",
|
|
"\u001b[1m92/92\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m18s\u001b[0m 199ms/step - categorical_accuracy: 0.6108 - loss: 0.9734 - val_categorical_accuracy: 0.5613 - val_loss: 1.0745\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"tf.keras.utils.set_random_seed(47290)\n",
|
|
"# YOUR CODE HERE\n",
|
|
"history_basic = model_basic.fit(x_train, y_train, epochs=10,\n",
|
|
" validation_data=(x_val, y_val),\n",
|
|
" batch_size=32)\n",
|
|
"#raise NotImplementedError()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 22,
|
|
"id": "d123574b",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "code",
|
|
"checksum": "df7229f0fa928a3cc4c45fb2f2759d54",
|
|
"grade": true,
|
|
"grade_id": "cell-ca82ca44cd2514f0",
|
|
"locked": true,
|
|
"points": 0,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"history_basic defined.\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"check_var_defined('history_basic')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "8aae7b43",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "markdown",
|
|
"checksum": "ef84465233211abf5df74bdd82bbdead",
|
|
"grade": false,
|
|
"grade_id": "cell-5e75bbc569fe9852",
|
|
"locked": true,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"source": [
|
|
"_Now to see how the model performs, write a function `plot_metrics` that plots the loss for the train and validation set. In the same function also create a separate plot that plots the other metric for the train and validation set._"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 23,
|
|
"id": "38bb58e0",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"nbgrader": {
|
|
"cell_type": "code",
|
|
"checksum": "a5bdb9abb70f3a6d27b0a5a96972a350",
|
|
"grade": true,
|
|
"grade_id": "cell-61240c7d5919394e",
|
|
"locked": false,
|
|
"points": 3,
|
|
"schema_version": 3,
|
|
"solution": true,
|
|
"task": false
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
|
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"def plot_metrics(history):\n",
|
|
" # YOUR CODE HERE\n",
|
|
" plt.figure()\n",
|
|
" plt.plot(history.history['loss'], label='Training Loss')\n",
|
|
" plt.plot(history.history['val_loss'], label='Validation Loss')\n",
|
|
" plt.xlabel('Epochs')\n",
|
|
" plt.ylabel('Loss')\n",
|
|
" plt.title('Training vs. Validation Loss')\n",
|
|
" plt.legend()\n",
|
|
" \n",
|
|
" plt.figure()\n",
|
|
" plt.plot(history.history['categorical_accuracy'], label='Categorical Accuracy')\n",
|
|
" plt.plot(history.history['val_categorical_accuracy'], label='Validation Categorical Accuracy')\n",
|
|
" plt.xlabel('Epochs')\n",
|
|
" plt.ylabel('Categorical Accuracy')\n",
|
|
" plt.title('Training vs. Validation Categorical Accuracy')\n",
|
|
" \n",
|
|
" plt.show()\n",
|
|
" #raise NotImplementedError()\n",
|
|
" \n",
|
|
"plot_metrics(history_basic)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "92bba19a",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "markdown",
|
|
"checksum": "bd1e870f79c2e6d81c41ace194b0ebe4",
|
|
"grade": false,
|
|
"grade_id": "cell-19742c74e422d586",
|
|
"locked": true,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"source": [
|
|
"_Comment on the performance of the model based the tracked loss and metric_"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "7e27cebe",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"nbgrader": {
|
|
"cell_type": "markdown",
|
|
"checksum": "8e94b63bf3b595eb26cdf1b881cc8abc",
|
|
"grade": true,
|
|
"grade_id": "cell-e6ba8b200c4b3147",
|
|
"locked": false,
|
|
"points": 1,
|
|
"schema_version": 3,
|
|
"solution": true,
|
|
"task": false
|
|
}
|
|
},
|
|
"source": [
|
|
"The loss decreased over time and the accuracy increased as desired. However in both cases the effect was greater for the training data than for the validation set."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "1d15de46",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "markdown",
|
|
"checksum": "2e655dbc985e6392b5ddbcc72ca6e229",
|
|
"grade": false,
|
|
"grade_id": "cell-151e07a3bf171490",
|
|
"locked": true,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"source": [
|
|
"*What happens if we were to train the model for more epochs? What will happen to the performance of the model?*"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "fc6353ec",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"nbgrader": {
|
|
"cell_type": "markdown",
|
|
"checksum": "793762314007eaee2230eb75a100a0c0",
|
|
"grade": true,
|
|
"grade_id": "cell-9b5a09ea6043f78b",
|
|
"locked": false,
|
|
"points": 1,
|
|
"schema_version": 3,
|
|
"solution": true,
|
|
"task": false
|
|
}
|
|
},
|
|
"source": [
|
|
"The difference between the training and validation sets for the loss and accuracy would increase. This would imply overfitting of the model as it becomes increasingly better at predicting samples from the training set than the validation set."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "af62740d",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "markdown",
|
|
"checksum": "08f400f65ad158d2f87611c7a71ba058",
|
|
"grade": false,
|
|
"grade_id": "cell-738ce98653d1a570",
|
|
"locked": true,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"source": [
|
|
"*Write a function `model_predict` that takes the model and some image data and returns the predicted targets (as integers corresponding to the predicted labels).* "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 24,
|
|
"id": "f22e89cb",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"nbgrader": {
|
|
"cell_type": "code",
|
|
"checksum": "e40d60ca339a73ff568d0961f7e900ff",
|
|
"grade": false,
|
|
"grade_id": "cell-cfb685b6f75c6006",
|
|
"locked": false,
|
|
"schema_version": 3,
|
|
"solution": true,
|
|
"task": false
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"def model_predict(model, x):\n",
|
|
" # YOUR CODE HERE\n",
|
|
" predicted_targets_one_hot = model.predict(x)\n",
|
|
" predicted_targets = np.array([np.where(one_hot==np.max(one_hot))[0][0] for one_hot in predicted_targets_one_hot])\n",
|
|
" #raise NotImplementedError()\n",
|
|
" return predicted_targets"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "aacd284a",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "markdown",
|
|
"checksum": "f19da898555f0263ef177dc0ed28374e",
|
|
"grade": false,
|
|
"grade_id": "cell-e8629ecfe3f00676",
|
|
"locked": true,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"source": [
|
|
"_Gather the targets of the test set (scalar integer value corresponding to the labels) and save them in `test_targets`._\n",
|
|
"\n",
|
|
"_Compute the targets for `model_basic` and store them in the variable `test_targets_basic`._"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 25,
|
|
"id": "3565c7b9",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"nbgrader": {
|
|
"cell_type": "code",
|
|
"checksum": "e9a5b17685ffee2ab1de566b7ba2b168",
|
|
"grade": false,
|
|
"grade_id": "cell-cbe466cfa34d7e4b",
|
|
"locked": false,
|
|
"schema_version": 3,
|
|
"solution": true,
|
|
"task": false
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\u001b[1m12/12\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 46ms/step \n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# YOUR CODE HERE\n",
|
|
"test_targets = np.array([np.where(one_hot==1)[0][0] for one_hot in y_test])\n",
|
|
"test_targets_basic = np.array(model_predict(model_basic, x_test))\n",
|
|
"#raise NotImplementedError()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 26,
|
|
"id": "a7f97fbb",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "code",
|
|
"checksum": "aa0abefb84844c72e579327d68fd75ee",
|
|
"grade": true,
|
|
"grade_id": "cell-9e9b4d1d290afa50",
|
|
"locked": true,
|
|
"points": 2,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"test_targets defined.\n",
|
|
"test_targets_basic defined.\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"check_var_defined('test_targets')\n",
|
|
"check_var_defined('test_targets_basic')\n",
|
|
"\n",
|
|
"assert test_targets.ndim == 1, \"Make sure you are only predicting the scalar label value not the one hot vectors\"\n",
|
|
"assert test_targets_basic.ndim == 1, \"Make sure you are only predicting the scalar label value not the one hot vectors\""
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "841af931",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "markdown",
|
|
"checksum": "c3fefe19959c788d51c8741c70763997",
|
|
"grade": false,
|
|
"grade_id": "cell-a46cb8c0103a4c02",
|
|
"locked": true,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"source": [
|
|
"_Calculate the precision and recall averaged over the 5 classes. (Precision and recall for each classes and then avaraged in one score)_"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 27,
|
|
"id": "c5047120",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"nbgrader": {
|
|
"cell_type": "code",
|
|
"checksum": "fa62df2d562bac9c7210862873ba902d",
|
|
"grade": false,
|
|
"grade_id": "cell-2dc0bd5540e9f26b",
|
|
"locked": false,
|
|
"schema_version": 3,
|
|
"solution": true,
|
|
"task": false
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Average Recall: 0.618, Average Precision 0.642\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"def average_recall_precision(y, y_predict):\n",
|
|
" # YOUR CODE HERE\n",
|
|
"\n",
|
|
" precision = 0\n",
|
|
" recall = 0\n",
|
|
" \n",
|
|
" classes = set(y)\n",
|
|
" \n",
|
|
" for c in classes:\n",
|
|
" true_positives = 0\n",
|
|
" false_positives = 0\n",
|
|
" false_negatives = 0\n",
|
|
"\n",
|
|
" for truth, prediction in zip(y, y_predict):\n",
|
|
"\n",
|
|
" # Element is irrelevant for this class\n",
|
|
" if truth != c and prediction != c:\n",
|
|
" continue\n",
|
|
"\n",
|
|
" if truth == prediction:\n",
|
|
" true_positives += 1\n",
|
|
" elif truth == c:\n",
|
|
" false_negatives += 1\n",
|
|
" elif prediction == c:\n",
|
|
" false_positives += 1\n",
|
|
"\n",
|
|
" \n",
|
|
" precision_class = true_positives / (true_positives + false_positives) \n",
|
|
" recall_class = true_positives / (true_positives + false_negatives)\n",
|
|
" \n",
|
|
" precision += precision_class\n",
|
|
" recall += recall_class\n",
|
|
" \n",
|
|
" precision /= len(classes)\n",
|
|
" recall /= len(classes)\n",
|
|
" \n",
|
|
" #raise NotImplementedError()\n",
|
|
"\n",
|
|
" print(f\"Average Recall: {recall:.3f}, Average Precision {precision:0.3f}\")\n",
|
|
" return recall, precision\n",
|
|
"\n",
|
|
"recall_basic, precision_basic = average_recall_precision(test_targets, test_targets_basic)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 28,
|
|
"id": "5d9aae79",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "code",
|
|
"checksum": "8d7838e29e632bcfa1a9ce7da5218100",
|
|
"grade": true,
|
|
"grade_id": "cell-da4b4b840b2dd7b5",
|
|
"locked": true,
|
|
"points": 1,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"recall_basic defined.\n",
|
|
"precision_basic defined.\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"check_var_defined('recall_basic')\n",
|
|
"check_var_defined('precision_basic')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "49508417-b4f1-4880-9554-2015bc064a18",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "code",
|
|
"checksum": "244174442f031c3dc061fa1552ae8919",
|
|
"grade": true,
|
|
"grade_id": "cell-0817deec60dce891",
|
|
"locked": true,
|
|
"points": 1,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "04eb1d82",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "markdown",
|
|
"checksum": "91c5670a7abf30249e2812eb51b47444",
|
|
"grade": false,
|
|
"grade_id": "cell-2b085c7cf1510472",
|
|
"locked": true,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"source": [
|
|
"_Show the predicted targets in a confusion matrix. Show the predicted labels in percentages (percentage of the samples from true class labeled as predicted class) and add the labels to the axes._"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 29,
|
|
"id": "1b4795f7",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"nbgrader": {
|
|
"cell_type": "code",
|
|
"checksum": "913d7788ac41f1a1a351e0730056d72c",
|
|
"grade": true,
|
|
"grade_id": "cell-2399b15ba35796cd",
|
|
"locked": false,
|
|
"points": 2,
|
|
"schema_version": 3,
|
|
"solution": true,
|
|
"task": false
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"from sklearn.metrics import confusion_matrix, ConfusionMatrixDisplay\n",
|
|
"\n",
|
|
"def plot_confusion_matrix(y, y_pred, title=\"\"):\n",
|
|
" # YOUR CODE HERE\n",
|
|
" cm = confusion_matrix(y, y_pred, normalize=\"true\") * 100\n",
|
|
" display = ConfusionMatrixDisplay(confusion_matrix=cm, display_labels=labels)\n",
|
|
" display.plot(cmap=\"Greens\", values_format=\".1f\")\n",
|
|
" #raise NotImplementedError()\n",
|
|
" plt.title(title)\n",
|
|
" plt.show()\n",
|
|
"\n",
|
|
"plot_confusion_matrix(test_targets, test_targets_basic, \"basic model\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "cd514aca",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "markdown",
|
|
"checksum": "879d47a1563a4574537052e39ade0729",
|
|
"grade": false,
|
|
"grade_id": "cell-42cbefa4adf96a73",
|
|
"locked": true,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"source": [
|
|
"_Comment on the recall and precision of the model, as well as the predictions in the confusion matrix._"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "89866352",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"nbgrader": {
|
|
"cell_type": "markdown",
|
|
"checksum": "3e2ac185cd5e069336a59850767c5c95",
|
|
"grade": true,
|
|
"grade_id": "cell-6a7fca3e2bf83f7f",
|
|
"locked": false,
|
|
"points": 2,
|
|
"schema_version": 3,
|
|
"solution": true,
|
|
"task": false
|
|
}
|
|
},
|
|
"source": [
|
|
"The average recall and precision are balanced, suggesting the model is equally good at minimising false positives as false negatives. Some information is lost in these averages, as we can see from the confusion matrix that the model performs much better for the sunflowers class as for the others with >92% accuracy. Roses are frequently misidentified as tulips, suggesting the model's precision for roses may be low."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
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"id": "3edf45c3",
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"metadata": {
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"deletable": false,
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"editable": false,
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"nbgrader": {
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"checksum": "5b767c57e15f18abc0089a5e5650afe3",
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}
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},
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"source": [
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"# Part 3: Improving the model\n",
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"\n",
|
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"To improve on the model we will include some Dropout layers. \n",
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"\n",
|
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"_What do dropout layers do and why might this increase the performance of our models?_"
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]
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},
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{
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"cell_type": "markdown",
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"id": "b4b05027",
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"metadata": {
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"deletable": false,
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"nbgrader": {
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"cell_type": "markdown",
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"checksum": "e91f9ddbac41c7048beebaa26453963a",
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"grade": true,
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"grade_id": "cell-d51957783a8b8f11",
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"locked": false,
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"points": 3,
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"schema_version": 3,
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"solution": true,
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}
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},
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"source": [
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"Dropout layers set a random amount of the training data to zero in each epoch, forcing the model to generalise by providing effectively different training data each time. It becomes harder for the model to fit specifically to instances in the training data because it cannot see all of the training data at once."
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]
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},
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{
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"cell_type": "markdown",
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"id": "5c99ebc0",
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"metadata": {
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"deletable": false,
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"editable": false,
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"nbgrader": {
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"cell_type": "markdown",
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"checksum": "dd2566932baca09a6f679c828996194c",
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"grade": false,
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"grade_id": "cell-7f4c0f0200535322",
|
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"locked": true,
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"schema_version": 3,
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"solution": false,
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"task": false
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}
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},
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"source": [
|
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"Another method to improve the model is by using a technique called data augmentation. \n",
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"\n",
|
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"_Explain the concept data augmentation and explain how it might increase the performance of our model._"
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]
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},
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{
|
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"cell_type": "markdown",
|
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"id": "e73d6db6",
|
|
"metadata": {
|
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"deletable": false,
|
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"nbgrader": {
|
|
"cell_type": "markdown",
|
|
"checksum": "f11e0ec2ffa6c21658d7bcf6bbd17dec",
|
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"grade": true,
|
|
"grade_id": "cell-8490281b269b4500",
|
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"locked": false,
|
|
"points": 2,
|
|
"schema_version": 3,
|
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"solution": true,
|
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"task": false
|
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}
|
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},
|
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"source": [
|
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"Data augmentation is the process of applying small variations to the training data, for example rotating, cropping, flipping training or slightly altering the colours. This similarly limits the model's ability to fit specifically to the training data as it is operating on a modified version, instead of the training data itself, forcing it to generalise."
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]
|
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},
|
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{
|
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"cell_type": "markdown",
|
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"id": "af5368bf",
|
|
"metadata": {
|
|
"deletable": false,
|
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"editable": false,
|
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"nbgrader": {
|
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"cell_type": "markdown",
|
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"checksum": "b07bc2ef06fc01df17799136bea01510",
|
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"grade": false,
|
|
"grade_id": "cell-fac7ac8abd544790",
|
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"locked": true,
|
|
"schema_version": 3,
|
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"solution": false,
|
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"task": false
|
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}
|
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},
|
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"source": [
|
|
"_Use the exact same model as for the `model_basic`, but play around with adding in a data augmentation layer (e.g. [tf.keras.layers.RandomFlip](https://www.tensorflow.org/api_docs/python/tf/keras/layers/RandomFlip) ) and adding in dropout layers (dropout is typically only added in the dense part of the network). Store the new model in the variable `model_dropout` and compile it using the same metrics and loss as before._"
|
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]
|
|
},
|
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{
|
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"cell_type": "code",
|
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"execution_count": 30,
|
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"id": "cae90829",
|
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"metadata": {
|
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"deletable": false,
|
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"nbgrader": {
|
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"cell_type": "code",
|
|
"checksum": "5a19d58043b584bf8350c53034028644",
|
|
"grade": true,
|
|
"grade_id": "cell-25d3daacfe968aa2",
|
|
"locked": false,
|
|
"points": 2,
|
|
"schema_version": 3,
|
|
"solution": true,
|
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"task": false
|
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}
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},
|
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"outputs": [
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{
|
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"name": "stderr",
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"output_type": "stream",
|
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"text": [
|
|
"/home/ktyl/.conda/envs/mlbd/lib/python3.11/site-packages/keras/src/layers/convolutional/base_conv.py:107: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n",
|
|
" super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"tf.keras.backend.clear_session()\n",
|
|
"tf.keras.utils.set_random_seed(48263)\n",
|
|
"\n",
|
|
"# YOUR CODE HERE\n",
|
|
"model_dropout = tf.keras.models.Sequential([\n",
|
|
" tf.keras.layers.RandomZoom(0.1, seed=42),\n",
|
|
" tf.keras.layers.RandomRotation(0.1, seed=42),\n",
|
|
" tf.keras.layers.RandomFlip(\"horizontal\", seed=42),\n",
|
|
" tf.keras.layers.Conv2D(filters=8, kernel_size=(3,3), activation=\"relu\", input_shape=(224,224,3)),\n",
|
|
" tf.keras.layers.MaxPool2D(strides=(2,2)),\n",
|
|
" tf.keras.layers.Conv2D(filters=16, kernel_size=(3,3), activation=\"relu\"),\n",
|
|
" tf.keras.layers.MaxPool2D(strides=(2,2)),\n",
|
|
" tf.keras.layers.Conv2D(filters=32, kernel_size=(3,3), activation=\"relu\"),\n",
|
|
" tf.keras.layers.MaxPool2D(strides=(2,2)),\n",
|
|
" tf.keras.layers.Conv2D(filters=32, kernel_size=(3,3), activation=\"relu\"),\n",
|
|
" tf.keras.layers.MaxPool2D(strides=(2,2)),\n",
|
|
" tf.keras.layers.Flatten(),\n",
|
|
" tf.keras.layers.Dense(32, activation=\"relu\"),\n",
|
|
" tf.keras.layers.Dropout(0.5),\n",
|
|
" tf.keras.layers.Dense(5, activation=\"softmax\")\n",
|
|
"])\n",
|
|
"\n",
|
|
"#raise NotImplementedError()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 31,
|
|
"id": "77868aae",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "code",
|
|
"checksum": "b072fbdbe92be0f3926ceaf0935a6de0",
|
|
"grade": true,
|
|
"grade_id": "cell-824a00bec8ece0ac",
|
|
"locked": true,
|
|
"points": 0,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"model_dropout defined.\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
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"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"sequential\"</span>\n",
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|
"</pre>\n"
|
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],
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"\u001b[1mModel: \"sequential\"\u001b[0m\n"
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"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
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"┃<span style=\"font-weight: bold\"> Layer (type) </span>┃<span style=\"font-weight: bold\"> Output Shape </span>┃<span style=\"font-weight: bold\"> Param # </span>┃\n",
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"┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
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"│ random_zoom (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">RandomZoom</span>) │ ? │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> (unbuilt) │\n",
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"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
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"│ random_rotation │ ? │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> (unbuilt) │\n",
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"│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">RandomRotation</span>) │ │ │\n",
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"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
|
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"│ random_flip (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">RandomFlip</span>) │ ? │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> (unbuilt) │\n",
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"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
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"│ conv2d (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>) │ ? │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> (unbuilt) │\n",
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"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
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"│ max_pooling2d (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>) │ ? │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
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"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
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"│ conv2d_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>) │ ? │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> (unbuilt) │\n",
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"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
|
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"│ max_pooling2d_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>) │ ? │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
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"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
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"│ conv2d_2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>) │ ? │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> (unbuilt) │\n",
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"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
|
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"│ max_pooling2d_2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>) │ ? │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
|
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"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
|
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"│ conv2d_3 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>) │ ? │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> (unbuilt) │\n",
|
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"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
|
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"│ max_pooling2d_3 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>) │ ? │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
|
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"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
|
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"│ flatten (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Flatten</span>) │ ? │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> (unbuilt) │\n",
|
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"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
|
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"│ dense (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>) │ ? │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> (unbuilt) │\n",
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"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
|
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"│ dropout (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>) │ ? │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
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"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
|
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"│ dense_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>) │ ? │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> (unbuilt) │\n",
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"└─────────────────────────────────┴────────────────────────┴───────────────┘\n",
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"</pre>\n"
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],
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"┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
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"┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n",
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"┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
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"│ random_zoom (\u001b[38;5;33mRandomZoom\u001b[0m) │ ? │ \u001b[38;5;34m0\u001b[0m (unbuilt) │\n",
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"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
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"│ random_rotation │ ? │ \u001b[38;5;34m0\u001b[0m (unbuilt) │\n",
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"│ (\u001b[38;5;33mRandomRotation\u001b[0m) │ │ │\n",
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"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
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"│ random_flip (\u001b[38;5;33mRandomFlip\u001b[0m) │ ? │ \u001b[38;5;34m0\u001b[0m (unbuilt) │\n",
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"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
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"│ conv2d (\u001b[38;5;33mConv2D\u001b[0m) │ ? │ \u001b[38;5;34m0\u001b[0m (unbuilt) │\n",
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"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
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"│ max_pooling2d (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ ? │ \u001b[38;5;34m0\u001b[0m │\n",
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"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
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"│ conv2d_1 (\u001b[38;5;33mConv2D\u001b[0m) │ ? │ \u001b[38;5;34m0\u001b[0m (unbuilt) │\n",
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"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
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"│ max_pooling2d_1 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ ? │ \u001b[38;5;34m0\u001b[0m │\n",
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"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
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"│ conv2d_2 (\u001b[38;5;33mConv2D\u001b[0m) │ ? │ \u001b[38;5;34m0\u001b[0m (unbuilt) │\n",
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"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
|
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"│ max_pooling2d_2 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ ? │ \u001b[38;5;34m0\u001b[0m │\n",
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"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
|
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"│ conv2d_3 (\u001b[38;5;33mConv2D\u001b[0m) │ ? │ \u001b[38;5;34m0\u001b[0m (unbuilt) │\n",
|
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"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
|
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"│ max_pooling2d_3 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ ? │ \u001b[38;5;34m0\u001b[0m │\n",
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"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
|
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"│ flatten (\u001b[38;5;33mFlatten\u001b[0m) │ ? │ \u001b[38;5;34m0\u001b[0m (unbuilt) │\n",
|
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"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
|
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"│ dense (\u001b[38;5;33mDense\u001b[0m) │ ? │ \u001b[38;5;34m0\u001b[0m (unbuilt) │\n",
|
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"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
|
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"│ dropout (\u001b[38;5;33mDropout\u001b[0m) │ ? │ \u001b[38;5;34m0\u001b[0m │\n",
|
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"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
|
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"│ dense_1 (\u001b[38;5;33mDense\u001b[0m) │ ? │ \u001b[38;5;34m0\u001b[0m (unbuilt) │\n",
|
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"└─────────────────────────────────┴────────────────────────┴───────────────┘\n"
|
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]
|
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},
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"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> (0.00 B)\n",
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"\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n"
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"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> (0.00 B)\n",
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"metadata": {},
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"output_type": "display_data"
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],
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"source": [
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"check_var_defined('model_dropout')\n",
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"model_dropout.summary()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 32,
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"id": "92ec2689",
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Epoch 1/20\n",
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"\u001b[1m92/92\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m26s\u001b[0m 258ms/step - categorical_accuracy: 0.2455 - loss: 1.6014 - val_categorical_accuracy: 0.2916 - val_loss: 1.5391\n",
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"Epoch 2/20\n",
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"\u001b[1m92/92\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m24s\u001b[0m 264ms/step - categorical_accuracy: 0.3000 - loss: 1.5297 - val_categorical_accuracy: 0.3379 - val_loss: 1.4781\n",
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"Epoch 3/20\n",
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"\u001b[1m92/92\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m23s\u001b[0m 254ms/step - categorical_accuracy: 0.3400 - loss: 1.4764 - val_categorical_accuracy: 0.3515 - val_loss: 1.4463\n",
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"Epoch 4/20\n",
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"\u001b[1m92/92\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m23s\u001b[0m 254ms/step - categorical_accuracy: 0.3607 - loss: 1.4422 - val_categorical_accuracy: 0.4278 - val_loss: 1.3648\n",
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"Epoch 5/20\n",
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"\u001b[1m92/92\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m24s\u001b[0m 256ms/step - categorical_accuracy: 0.3780 - loss: 1.3957 - val_categorical_accuracy: 0.4741 - val_loss: 1.3091\n",
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"Epoch 6/20\n",
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"\u001b[1m92/92\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m23s\u001b[0m 252ms/step - categorical_accuracy: 0.4264 - loss: 1.3473 - val_categorical_accuracy: 0.5041 - val_loss: 1.2634\n",
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"Epoch 7/20\n",
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"\u001b[1m92/92\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m23s\u001b[0m 253ms/step - categorical_accuracy: 0.4359 - loss: 1.3280 - val_categorical_accuracy: 0.4905 - val_loss: 1.2468\n",
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"Epoch 8/20\n",
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"\u001b[1m92/92\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m23s\u001b[0m 255ms/step - categorical_accuracy: 0.4456 - loss: 1.3061 - val_categorical_accuracy: 0.5259 - val_loss: 1.2070\n",
|
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"Epoch 9/20\n",
|
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"\u001b[1m92/92\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m23s\u001b[0m 253ms/step - categorical_accuracy: 0.4730 - loss: 1.2948 - val_categorical_accuracy: 0.5259 - val_loss: 1.1895\n",
|
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"Epoch 10/20\n",
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"\u001b[1m92/92\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m23s\u001b[0m 254ms/step - categorical_accuracy: 0.4730 - loss: 1.2780 - val_categorical_accuracy: 0.5232 - val_loss: 1.1882\n",
|
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"Epoch 11/20\n",
|
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"\u001b[1m92/92\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m23s\u001b[0m 252ms/step - categorical_accuracy: 0.4722 - loss: 1.2699 - val_categorical_accuracy: 0.5668 - val_loss: 1.1537\n",
|
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"Epoch 12/20\n",
|
|
"\u001b[1m92/92\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m23s\u001b[0m 253ms/step - categorical_accuracy: 0.5036 - loss: 1.2272 - val_categorical_accuracy: 0.5804 - val_loss: 1.1287\n",
|
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"Epoch 13/20\n",
|
|
"\u001b[1m92/92\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m23s\u001b[0m 252ms/step - categorical_accuracy: 0.5042 - loss: 1.2143 - val_categorical_accuracy: 0.5777 - val_loss: 1.1289\n",
|
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"Epoch 14/20\n",
|
|
"\u001b[1m92/92\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m23s\u001b[0m 252ms/step - categorical_accuracy: 0.5186 - loss: 1.2249 - val_categorical_accuracy: 0.5858 - val_loss: 1.1071\n",
|
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"Epoch 15/20\n",
|
|
"\u001b[1m92/92\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m23s\u001b[0m 252ms/step - categorical_accuracy: 0.5055 - loss: 1.1896 - val_categorical_accuracy: 0.5777 - val_loss: 1.1020\n",
|
|
"Epoch 16/20\n",
|
|
"\u001b[1m92/92\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m23s\u001b[0m 252ms/step - categorical_accuracy: 0.5239 - loss: 1.1767 - val_categorical_accuracy: 0.5913 - val_loss: 1.0925\n",
|
|
"Epoch 17/20\n",
|
|
"\u001b[1m92/92\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m23s\u001b[0m 253ms/step - categorical_accuracy: 0.5264 - loss: 1.1780 - val_categorical_accuracy: 0.5804 - val_loss: 1.0838\n",
|
|
"Epoch 18/20\n",
|
|
"\u001b[1m92/92\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m24s\u001b[0m 258ms/step - categorical_accuracy: 0.5320 - loss: 1.1648 - val_categorical_accuracy: 0.5967 - val_loss: 1.0745\n",
|
|
"Epoch 19/20\n",
|
|
"\u001b[1m92/92\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m23s\u001b[0m 253ms/step - categorical_accuracy: 0.5469 - loss: 1.1741 - val_categorical_accuracy: 0.5940 - val_loss: 1.0532\n",
|
|
"Epoch 20/20\n",
|
|
"\u001b[1m92/92\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m23s\u001b[0m 254ms/step - categorical_accuracy: 0.5266 - loss: 1.1739 - val_categorical_accuracy: 0.5967 - val_loss: 1.0518\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"tf.keras.utils.set_random_seed(103745)\n",
|
|
"# YOUR CODE HERE\n",
|
|
"model_dropout.compile(loss=\"categorical_crossentropy\",\n",
|
|
" optimizer=tf.keras.optimizers.Adam(learning_rate=1e-4),\n",
|
|
" metrics=[tf.keras.metrics.CategoricalAccuracy()])\n",
|
|
"\n",
|
|
"history_dropout = model_dropout.fit(x_train, y_train, epochs=20,\n",
|
|
" validation_data=(x_val, y_val),\n",
|
|
" batch_size=32)\n",
|
|
"#raise NotImplementedError()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "6778a133",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "markdown",
|
|
"checksum": "f825eb30514de109277305d52676cf9d",
|
|
"grade": false,
|
|
"grade_id": "cell-e6b6f0ea7ef2d37a",
|
|
"locked": true,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"source": [
|
|
"_Fit the new model in the same way as before and save the history in `history_dropout`. However, train for 20 epochs instead of 10._"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 33,
|
|
"id": "5048652c",
|
|
"metadata": {
|
|
"deletable": false,
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|
"editable": false,
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"nbgrader": {
|
|
"cell_type": "code",
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|
"checksum": "35d4e0daf253b3a62a9f19ff3dac107b",
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|
"grade": true,
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|
"grade_id": "cell-df6e944e1dfa0984",
|
|
"locked": true,
|
|
"points": 0,
|
|
"schema_version": 3,
|
|
"solution": false,
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|
"task": false
|
|
}
|
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},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"history_dropout defined.\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"check_var_defined('history_dropout')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 34,
|
|
"id": "128cc76b",
|
|
"metadata": {
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"deletable": false,
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"editable": false,
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"nbgrader": {
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"cell_type": "code",
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"checksum": "98d15e93390af85cc8b0e007b9dc242a",
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"grade": false,
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"grade_id": "cell-0ddc85bc444c422c",
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"locked": true,
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"schema_version": 3,
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"solution": false,
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"task": false
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}
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},
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"outputs": [
|
|
{
|
|
"data": {
|
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"image/png": 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7oXAjksP8/Pz4448/ePHFF3nttdcoVqwYjz76KO3ataNDhw62Lg+wfMEuWbKEl156iddff52QkBDefPNNDhw4kKm7ua7r06cP77zzDhUrVqR+/frp5rVu3ZotW7Ywe/Zszp07h7e3N40bN2bGjBnWjrbZYWdnR79+/ZgwYQJdu3bF09Mz3fzPPvsMe3t7ZsyYQWJiIi1atGDFihXZ+rO3s7Nj4cKFjBw5kunTp2MymXjwwQf56KOPqFevXrplZ86cyYgRI5g4cSKGYXD//fezZMmSdHekATRq1Ii33nqLr7/+mj///BOz2UxYWNgtw01AQAAbNmzglVde4YsvviAxMZHatWvz+++/06VLlyzvz53ceIbqRoMGDaJGjRqsXbuW0aNHM378eMxmM02aNGH69OnWZ9wAPPfccyxcuJBly5aRlJREmTJlePvtt60PLwwJCaFfv3789ddfTJs2DQcHB6pWrcqcOXPo1atXju+TFE0mIz/9d1JEbKp79+4Z3sYrIlIQqM+NSBF19erVdJ+PHDnC4sWLadOmjW0KEhHJITpzI1JEBQUFWcdCCg8PZ9KkSSQlJbFz504qVapk6/JERLJNfW5EiqiOHTsya9YsIiMjcXZ2plmzZrz77rsKNiJS4OnMjYiIiBQq6nMjIiIihYrCjYiIiBQqNu1zs2bNGiZMmMD27duJiIhg3rx5dO/ePcN1kpKSePPNN5k+fTqRkZEEBQXxxhtvMHjw4Ext02w2c/bsWTw9PbP0GHQRERGxHcMwiI2NJTg4+I4PsLRpuImPj6dOnToMHjz4pqeM3k7v3r05d+4cP/zwAxUrViQiIiJLg9KdPXs23RgoIiIiUnCcOnWKUqVKZbiMTcNNp06d6NSpU6aX//PPP1m9ejXHjx/H19cXgLJly2Zpm9efZnrq1CnrWCgiIiKSv8XExBASEnLTU8lvpUDdCr5w4UIaNmzIBx98wLRp03B3d+fBBx/krbfewtXV9ZbrJCUlpRuMLTY2FrCMBaNwIyIiUrBkpktJgQo3x48fZ926dbi4uDBv3jwuXrzIs88+y6VLl5g8efIt1xk/fjzjxo3L40pFRETEVgrU3VJmsxmTycSMGTNo3LgxnTt35uOPP+ann3666VHy140ePZro6Gjr69SpU3lctYiIiOSlAnXmJigoiJIlS+Lt7W2dVq1aNQzD4PTp07d8sqqzszPOzs55WaaIiIjYUIEKNy1atOCXX34hLi4ODw8PAA4fPoydnd0de06LiEjOSUtLIyUlxdZlSCHj5OR0x9u8M8Om4SYuLo6jR49aP4eFhREaGoqvry+lS5dm9OjRnDlzhqlTpwLwyCOP8NZbb/H4448zbtw4Ll68yMsvv8zgwYNv26FYRERyjmEYREZGEhUVZetSpBCys7OjXLlyODk53VU7Ng0327Zto23bttbPL7zwAgADBw5kypQpREREcPLkSet8Dw8Pli9fzogRI2jYsCF+fn707t2bt99+O89rFxEpiq4HmxIlSuDm5qaHoUqOuf6Q3YiICEqXLn1Xf7eK3MCZMTExeHt7Ex0drVvBRUSyIC0tjcOHD1OiRAn8/PxsXY4UQtHR0Zw9e5aKFSvi6OiYbl5Wvr8L1N1SIiJiO9f72Li5udm4Eimsrl+OSktLu6t2FG5ERCRLdClKcktO/d1SuBEREZFCReFGREQki8qWLcunn36a6eVXrVqFyWTSXWZ5ROFGREQKLZPJlOFr7Nix2Wp369atDBkyJNPLN2/enIiIiHQPoc0NClEWBeohfvnduZhEzsckUatU7v7lFRGRzImIiLC+//nnn3njjTc4dOiQddr1B8KC5Rk+aWlpODjc+avR398/S3U4OTkRGBiYpXUk+3TmJodsD7/CfR+vZuiM7cQnpdq6HBERAQIDA60vb29vTCaT9fPBgwfx9PRkyZIlNGjQAGdnZ9atW8exY8fo1q0bAQEBeHh40KhRI1asWJGu3X9fljKZTHz//ff06NEDNzc3KlWqxMKFC63z/31GZcqUKfj4+LB06VKqVauGh4cHHTt2TBfGUlNTee655/Dx8cHPz49XXnmFgQMH0r1792z/eVy5coUBAwZQrFgx3Nzc6NSpE0eOHLHODw8Pp2vXrhQrVgx3d3dq1KjB4sWLrev2798ff39/XF1dqVSp0m0HrbY1hZscUiXQE08XR05fucoHfx60dTkiInnCMAwSklPz/JWTj2gbNWoU7733HgcOHKB27drExcXRuXNn/vrrL3bu3EnHjh3p2rVruofK3sq4cePo3bs3u3fvpnPnzvTv35/Lly/fdvmEhAQ+/PBDpk2bxpo1azh58iQvvfSSdf7777/PjBkzmDx5MuvXrycmJob58+ff1b4OGjSIbdu2sXDhQjZu3IhhGHTu3Nl6m/+wYcNISkpizZo17Nmzh/fff996duv1119n//79LFmyhAMHDjBp0iSKFy9+V/XkFl2WyiEezg6816sWj/2whZ82htO5VhBNyushVyJSuF1NSaP6G0vzfLv73+yAm1POfIW9+eab3HfffdbPvr6+1KlTx/r5rbfeYt68eSxcuJDhw4fftp1BgwbRr18/AN59910+//xztmzZQseOHW+5fEpKCl9//TUVKlQAYPjw4bz55pvW+V988QWjR4+mR48eAHz55ZfWsyjZceTIERYuXMj69etp3rw5ADNmzCAkJIT58+fz8MMPc/LkSXr16kWtWrUAKF++vHX9kydPUq9ePRo2bAhYzl7lVzpzk4NaVvKnb6MQAF75bTdXk+/uIUQiIpL7rn9ZXxcXF8dLL71EtWrV8PHxwcPDgwMHDtzxzE3t2rWt793d3fHy8uL8+fO3Xd7Nzc0abACCgoKsy0dHR3Pu3DkaN25snW9vb0+DBg2ytG83OnDgAA4ODjRp0sQ6zc/PjypVqnDgwAEAnnvuOd5++21atGjBmDFj2L17t3XZoUOHMnv2bOrWrct///tfNmzYkO1acpvO3OSw/3WpxqpDFzhxKYGPlh3itQeq27okEZFc4+poz/43O9hkuznF3d093eeXXnqJ5cuX8+GHH1KxYkVcXV156KGHSE5OzrCdfw8XYDKZMJvNWVre1iMiPfnkk3To0IFFixaxbNkyxo8fz0cffcSIESPo1KkT4eHhLF68mOXLl9OuXTuGDRvGhx9+aNOab0VnbnKYl4sj7/asCcAP68PYcfKKjSsSEck9JpMJNyeHPH/l5lOS169fz6BBg+jRowe1atUiMDCQEydO5Nr2bsXb25uAgAC2bt1qnZaWlsaOHTuy3Wa1atVITU1l8+bN1mmXLl3i0KFDVK/+z3/EQ0JCeOaZZ5g7dy4vvvgi3333nXWev78/AwcOZPr06Xz66ad8++232a4nN+nMTS64t2oAPeuVZO7OM7z8yy4WPdcSlxz8X4aIiOSeSpUqMXfuXLp27YrJZOL111/P8AxMbhkxYgTjx4+nYsWKVK1alS+++IIrV65kKtjt2bMHT09P62eTyUSdOnXo1q0bTz31FN988w2enp6MGjWKkiVL0q1bNwBGjhxJp06dqFy5MleuXGHlypVUq1YNgDfeeIMGDRpQo0YNkpKS+OOPP6zz8huFm1zyRtfqrD16kWMX4vn8ryP8t2NVW5ckIiKZ8PHHHzN48GCaN29O8eLFeeWVV4iJicnzOl555RUiIyMZMGAA9vb2DBkyhA4dOmBvf+f/LLdq1SrdZ3t7e1JTU5k8eTLPP/88DzzwAMnJybRq1YrFixdbL5GlpaUxbNgwTp8+jZeXFx07duSTTz4BLM/qGT16NCdOnMDV1ZWWLVsye/bsnN/xHGAybH2BL49lZcj0u7V0XyRPT9uOvZ2J+c+20MP9RKRAS0xMJCwsjHLlyuHi4mLrcoocs9lMtWrV6N27N2+99Zaty8kVGf0dy8r3t/rc5KIONQJ5oHYQaWaDl3/dRXJq3p/WFBGRgik8PJzvvvuOw4cPs2fPHoYOHUpYWBiPPPKIrUvL9xRuctm4B2vg6+7EwchYJq48autyRESkgLCzs2PKlCk0atSIFi1asGfPHlasWJFv+7nkJ+pzk8v8PJwZ92ANRszaycSVR+lYM5BqQbl7OUxERAq+kJAQ1q9fb+syCiSduckDD9QOokONAFKvXZ5KSdPlKRERkdyicJMHTCYTb3WviberI3vPxPDtmuO2LklERKTQUrjJIyU8XRjT1fKQpM9WHOHIuVgbVyQiIlI4KdzkoR71StK2ij/JaWZe/nU3aeYidRe+iIhInlC4yUMmk4l3e9bC09mB0FNR/LguzNYliYiIFDoKN3ksyNuVV7tYbuP7cNkhwi7G27giERGRwkXhxgb6NAqhZaXiJKWaeeXX3Zh1eUpEJF9r06YNI0eOtH4uW7Ysn376aYbrmEwm5s+ff9fbzql2ihKFGxswmUyM71kLdyd7tpy4zLRN4bYuSUSkUOratSsdO3a85by1a9diMpnYvXt3ltvdunUrQ4YMudvy0hk7dix169a9aXpERASdOnXK0W3925QpU/Dx8cnVbeQlhRsbKVXMjVGdLINpvv/nQU5dTrBxRSIihc8TTzzB8uXLOX369E3zJk+eTMOGDaldu3aW2/X398fNzS0nSryjwMBAnJ2d82RbhYXCjQ31b1KGJuV8SUhO45XfdlPExjAVEcl1DzzwAP7+/kyZMiXd9Li4OH755ReeeOIJLl26RL9+/ShZsiRubm7UqlWLWbNmZdjuvy9LHTlyhFatWuHi4kL16tVZvnz5Teu88sorVK5cGTc3N8qXL8/rr79OSkoKYDlzMm7cOHbt2oXJZMJkMllr/vdlqT179nDvvffi6uqKn58fQ4YMIS4uzjp/0KBBdO/enQ8//JCgoCD8/PwYNmyYdVvZcfLkSbp164aHhwdeXl707t2bc+fOWefv2rWLtm3b4unpiZeXFw0aNGDbtm2AZYysrl27UqxYMdzd3alRowaLFy/Odi2ZoeEXbMjOzsT7vWrT8bM1bDh2iVlbTvFIk9K2LktEJPMMA1JscObZ0Q1Mpjsu5uDgwIABA5gyZQqvvvoqpmvr/PLLL6SlpdGvXz/i4uJo0KABr7zyCl5eXixatIjHHnuMChUq0Lhx4ztuw2w207NnTwICAti8eTPR0dHp+udc5+npyZQpUwgODmbPnj089dRTeHp68t///pc+ffqwd+9e/vzzT1asWAGAt7f3TW3Ex8fToUMHmjVrxtatWzl//jxPPvkkw4cPTxfgVq5cSVBQECtXruTo0aP06dOHunXr8tRTT91xf261f9eDzerVq0lNTWXYsGH06dOHVatWAdC/f3/q1avHpEmTsLe3JzQ0FEdHRwCGDRtGcnIya9aswd3dnf379+Ph4ZHlOrJC4cbGyhZ35+UOVXnrj/28u/gAbar4E+zjauuyREQyJyUB3g3O++3+7yw4uWdq0cGDBzNhwgRWr15NmzZtAMslqV69euHt7Y23tzcvvfSSdfkRI0awdOlS5syZk6lws2LFCg4ePMjSpUsJDrb8Wbz77rs39ZN57bXXrO/Lli3LSy+9xOzZs/nvf/+Lq6srHh4eODg4EBgYeNttzZw5k8TERKZOnYq7u2X/v/zyS7p27cr7779PQEAAAMWKFePLL7/E3t6eqlWr0qVLF/76669shZu//vqLPXv2EBYWRkhICABTp06lRo0abN26lUaNGnHy5Elefvllqla1dLeoVKmSdf2TJ0/Sq1cvatWqBUD58uWzXENW6bJUTjKbIeFyllcb1Lws9Uv7EJeUyui5e3R5SkQkB1WtWpXmzZvz448/AnD06FHWrl3LE088AUBaWhpvvfUWtWrVwtfXFw8PD5YuXcrJkycz1f6BAwcICQmxBhuAZs2a3bTczz//TIsWLQgMDMTDw4PXXnst09u4cVt16tSxBhuAFi1aYDabOXTokHVajRo1sLe3t34OCgri/PnzWdrWjdsMCQmxBhuA6tWr4+Pjw4EDBwB44YUXePLJJ2nfvj3vvfcex44dsy773HPP8fbbb9OiRQvGjBmTrQ7cWaUzNznl4lGYPxTsHWHQokydLr3O3s7EBw/VofPna1l9+AK/7TjDQw1K5WKxIiI5xNHNchbFFtvNgieeeIIRI0YwceJEJk+eTIUKFWjdujUAEyZM4LPPPuPTTz+lVq1auLu7M3LkSJKTk3Os3I0bN9K/f3/GjRtHhw4d8Pb2Zvbs2Xz00Uc5to0bXb8kdJ3JZMJszr1Bm8eOHcsjjzzCokWLWLJkCWPGjGH27Nn06NGDJ598kg4dOrBo0SKWLVvG+PHj+eijjxgxYkSu1aMzNznFwQnO7YXw9bBrdpZXr1jCg/+0rwzAm7/v41xMYk5XKCKS80wmy+WhvH5l4T+QAL1798bOzo6ZM2cydepUBg8ebO1/s379erp168ajjz5KnTp1KF++PIcPH85029WqVePUqVNERERYp23atCndMhs2bKBMmTK8+uqrNGzYkEqVKhEenv4xIE5OTqSlpd1xW7t27SI+/p8HwK5fvx47OzuqVKmS6Zqz4vr+nTp1yjpt//79REVFUb16deu0ypUr85///Idly5bRs2dPJk+ebJ0XEhLCM888w9y5c3nxxRf57rvvcqXW6xRucopPaWj9X8v7Za/B1StZbuKpluWoXcqbmMRUXp23V5enRERyiIeHB3369GH06NFEREQwaNAg67xKlSqxfPlyNmzYwIEDB3j66afT3Ql0J+3bt6dy5coMHDiQXbt2sXbtWl599dV0y1SqVImTJ08ye/Zsjh07xueff868efPSLVO2bFnCwsIIDQ3l4sWLJCUl3bSt/v374+LiwsCBA9m7dy8rV65kxIgRPPbYY9b+NtmVlpZGaGhouteBAwdo3749tWrVon///uzYsYMtW7YwYMAAWrduTcOGDbl69SrDhw9n1apVhIeHs379erZu3Uq1apan8Y8cOZKlS5cSFhbGjh07WLlypXVeblG4yUlNh4F/VUi4CH+9leXVHeztmPBQHRztTaw4cI6Fu2xwqldEpJB64oknuHLlCh06dEjXP+a1116jfv36dOjQgTZt2hAYGEj37t0z3a6dnR3z5s3j6tWrNG7cmCeffJJ33nkn3TIPPvgg//nPfxg+fDh169Zlw4YNvP766+mW6dWrFx07dqRt27b4+/vf8nZ0Nzc3li5dyuXLl2nUqBEPPfQQ7dq148svv8zaH8YtxMXFUa9evXSvrl27YjKZWLBgAcWKFaNVq1a0b9+e8uXL8/PPPwNgb2/PpUuXGDBgAJUrV6Z379506tSJcePGAZbQNGzYMKpVq0bHjh2pXLkyX3311V3XmxGTUcROD8TExODt7U10dDReXl45v4ET62BKF8AET/0FJRtkuYnP/zrCx8sPU8zNkeUvtKa4hx7eJCK2l5iYSFhYGOXKlcPFxcXW5UghlNHfsax8f+vMTU4rew/U7gsY8McLYM74+umtDG1TgepBXlxJSGHMgn05X6OIiEghpnCTG+5/C5y9ISIUtv2Y5dUd7e344KHaONiZWLQngiV7Iu68koiIiAAKN7nDowS0u3Yt9a+3IDbzHdOuq1nSm6FtKgDw+oK9XInPuVsSRURECjOFm9zScDAE14OkaFj++p2Xv4Xh91akcoAHF+OSefOP/TlcoIiISOGkcJNb7Oyhy8eACXb/DGFrstyEs4M9HzxUBzsTzNt5hr8OZP0MkIhITiti96FIHsqpv1sKN7mpZH1oZHm8N4tehNSsX1qqG+LDUy0t43D8b94eoq9mf1RXEZG7cf2ptwkJNhgoU4qE60+FvnHoiOzQ8Au57d7XYP8CuHgYNn4JLV/IchP/ua8yy/ef4/jFeMYt3MfHfermfJ0iIndgb2+Pj4+PdYwiNzc361N+Re6W2WzmwoULuLm54eBwd/FEz7nJC7tmw7ynwcEVhm+xPM04i7aHX+bhrzdiNmDCQ7V5uGHInVcSEclhhmEQGRlJVFSUrUuRQsjOzo5y5crh5OR007ysfH8r3OQFw4ApD0D4OqjSBfrNzFYzX/59hA+XHcbF0Y6Fw++hcoBnDhcqIpI5aWlppKToMrnkLCcnJ+zsbt1jRuEmAzYJNwDnD8LXLcCcCv1mQ5VOWW7CbDYYOHkLa49cpFIJDxYMb4Gbk64siohI4acnFOdHJapCs+GW94v/C8lZ75BnZ2fikz51KeHpzJHzcXp6sYiIyC0o3OSl1v8Fr1IQfRLWfpitJop7OPN5v3rYmeCX7af5bfvpHC5SRESkYFO4yUtO7tDpfcv79Z/DhcPZaqZpeT/+074yAK/N38vR87E5VaGIiEiBp3CT16p2gcodwZwCi1+0dDbOhmfbVuSeisW5mpLGszN2cDU56wN0ioiIFEYKN3nNZLKcvXFwsTy1eM+v2WrG/lr/G39PZw6fi2PMwr05XKiIiEjBpHBjC8XKQquXLO+X/g8So7PVjL+nM5/1rYudCeZsO83cHep/IyIionBjK82fA7+KEH8e/n4n+81UKM7z7Sz9b16dp/43IiIiNg03a9asoWvXrgQHB2MymZg/f36Gy69atQqTyXTTKzIyMm8KzkkOztDlI8v7rd/B2dBsNzX83oq0qOjH1ZQ0hs3Yqf43IiJSpNk03MTHx1OnTh0mTpyYpfUOHTpERESE9VWiRIlcqjCXlW8DNR8CwwyLXgBz9kKJvZ2JT/vUo7iHM4fOxTLudz3/RkREii6bhptOnTrx9ttv06NHjyytV6JECQIDA62v2z2quUDo8A44ecKZ7bDjp2w34+/pzOd962Iyweytp5i3U/1vRESkaCqQqaBu3boEBQVx3333sX79+gyXTUpKIiYmJt0rX/EMtIwcDrBiHMRdyHZTzSsW57l7KwHX+9/E5USFIiIiBUqBCjdBQUF8/fXX/Pbbb/z222+EhITQpk0bduzYcdt1xo8fj7e3t/UVEpIPR9Nu9CQE1oLEKFgx5q6aeq5dJZqV9yMhOY3hM3eQmKL+NyIiUrTkm4EzTSYT8+bNo3v37llar3Xr1pQuXZpp06bdcn5SUhJJSUnWzzExMYSEhOT9wJl3cnobfN8eMODxJVCmebabOh+bSOfP1nExLol+jUMY37N2ztUpIiJiA0Vq4MzGjRtz9OjR2853dnbGy8sr3StfKtUQGgy0vF/0IqSlZLupEp4ufHat/82sLadYEHomh4oUERHJ/wp8uAkNDSUoKMjWZeSMdmPAzQ/O74dNk+6qqRYVizPiWv+b/83dw7EL6n8jIiJFg03DTVxcHKGhoYSGhgIQFhZGaGgoJ0+eBGD06NEMGDDAuvynn37KggULOHr0KHv37mXkyJH8/fffDBs2zBbl5zw3X7jvTcv7Ve9B9N3d8fR8u0o0Le9LfHIaw2ao/42IiBQNNg0327Zto169etSrVw+AF154gXr16vHGG28AEBERYQ06AMnJybz44ovUqlWL1q1bs2vXLlasWEG7du1sUn+uqPMIhDSFlHj4c/RdNWVvZ+LzvvUo7uHEwchYxv2+P4eKFBERyb/yTYfivJKVDkk2c24ffN0SjDTo/ytUuu+umlt75AIDftyCYcBnfevSrW7JHCpUREQkbxSpDsWFUkANaDrU8n7xS5By9a6aa1nJn+FtKwKW/jfH1f9GREQKMYWb/KrNKPAMhisnYN0nd93c8+0q0aTctf43M3eq/42IiBRaCjf5lbMndBxveb/uE7h07K6ac7C34/N+9fBzd+JARAxv/aH+NyIiUjgp3ORn1btBhXaQlmy5PHWX3aMCvFz4pI/l+TczNp/k911nc6hQERGR/EPhJj8zmaDzBLB3hmN/w/75d91kq8r+DGtj6X8zeu4ewi7G33WbIiIi+YnCTX7nVwFavmB5/+doSLz7gT9Htq9E47K+xCWl6vk3IiJS6CjcFAQtRkKxchAbAYteuKuhGeCf/je+7k7sj4jh7UXqfyMiIoWHwk1B4OgCD3wCJjvY8wvMeAiuRt1Vk4HeLnzcuw4A0zed5I/d6n8jIiKFg8JNQVGhLfSdBY7ucHwV/HC/5Tbxu9CmSgmebVMBgFG/7eGE+t+IiEghoHBTkFTpCIOXgGcQXDwE37WDU1vvqskX7qtMo7LFLP1vZqr/jYiIFHwKNwVNUB146m8IrA0JF+GnB2Dv3Gw3d73/TTE3R/adjeHFX3aRZi5SI3KIiEgho3BTEHkFw+NLoHInSE2EXx+HNR9m+zk4Qd6ufNGvPo72JhbtjuD1BXspYkOOiYhIIaJwU1A5e0DfGdDk2hhUf78FC4ZDanK2mrunUnHrA/5mbj7Jh8sO5WCxIiIieUfhpiCzs4dO70HnDy13UoVOh+k94eqVbDX3QO1g3uleC4CJK4/x/drjOVmtiIhInlC4KQwaPwWPzAEnDzixFr6/Dy5nL5g80qQ0L3eoAsDbiw4wZ9upnKxUREQk1yncFBaV7oPBf4JXSbh0BL5vDyc3ZaupZ9tU4KmW5QAY9dtulu6LzMlKRUREcpXCTWESWMtyJ1VQXUi4BD89CHt+zXIzJpOJ/3WuRu+GpTAbMGLmTjYcvZjz9YqIiOQChZvCxjMQHl8MVR+AtCT47QlY/UGW76QymUy826MWHWoEkJxm5qmp29h1Kip3ahYREclBCjeFkZM79J4KzYZbPq98B+YPhdSkLDXjYG/HZ33r0byCH/HJaQyavIWj52NzoWAREZGco3BTWNnZQ4d3oMvHYLKHXbNgWg9IuJylZlwc7fl2QEPqlPLmSkIKj/2whTNRV3OpaBERkbuncFPYNXoC+s8BJ08IX2/paHzpWJaa8HB2YPLjjalYwoOI6EQe+34zF+OydhZIREQkryjcFAUV28MTy8A7BC4fg+/bQfiGLDXh6+7EtCcaU9LHleMX4xk0eQuxiSm5VLCIiEj2KdwUFQHV4cm/ILi+5SF/U7vBrp+z1ESQtyvTnmiMn7sTe8/E8ORP2zTQpoiI5DsKN0WJZwAMWgTVHoS0ZJg3BFaOz9KdVOX9PfhpcGM8nB3YHHaZ4TN3kJJmzsWiRUREskbhpqhxcoOHf4IWz1s+r34P5g7J0p1UNUt68/3Ahjg72LHiwHle+XU3Zo0kLiIi+YTCTVFkZwf3vQldPwM7B9gzx3KZKv5SpptoWt6PiY/Ux97OxNydZ3hr0X6NJC4iIvmCwk1R1mAQ9P8VnL3h5EZLR+Po05levX31AD58uDYAk9ef4Iu/j+ZSoSIiIpmncFPUVWhruZPKpzRcCYOV72Zp9R71SjGma3UAPl5+mGkbT+RCkSIiIpmncCNQoir0+tHyfvcciInI0uqPtyjHc+0qAfDGwn0sCD2T0xWKiIhkmsKNWIQ0gtLNwJwCm7/O8ur/aV+Jgc3KYBjw4pxdrDx4PheKFBERuTOFG/lH8+csP7dNhqSsjSFlMpkY07UG3eoGk2o2eGb6draeyNpQDyIiIjlB4Ub+Ubkj+FWCpGjY/lOWV7ezM/Hhw3VoW8WfpFQzg6dsZf/ZmFwoVERE5PYUbuQfdnbQ/NpI4psmQVrWh1dwtLfjq/4NaFS2GLGJqQz4cQsnLsbncKEiIiK3p3Aj6dXuC+4lIOY07J2brSZcnez5fmAjqgV5cTEuiUd/2ExkdGIOFyoiInJrCjeSnqMLNBlieb/h8ywNzXAjb1dHpg5uTFk/N05fucqAHzcTlZCcg4WKiIjcmsKN3KzhE+DoDuf2wvGV2W7G39OZaU80IcDLmcPn4hg0eStXkzXQpoiI5C6FG7mZmy/Uf8zyfv3nd9VUiK8b055ogo+bI6Gnonh1/h4N0yAiIrlK4UZuremzYLKznLmJ2H1XTVUO8OSrR+pjZ4K5O84wfVN4DhUpIiJyM4UbubViZaB6d8v7DV/cdXPNKxbnlY5VAXjzj/1sD79y122KiIjcisKN3F6Law/12/sbRJ266+aGtCpP51qBpKQZPDtjO+djdQeViIjkPIUbub3gelC2JRhplufe3CWTycQHD9WhYgkPzsUkMXzmTlLSzDlQqIiIyD8UbiRjLZ63/NzxE1yNuuvmPJwd+OaxBng4O7Al7DLvLTl4122KiIjcSOFGMlaxPZSoDslxsH1yjjRZwd+DDx+uA8AP68I0iriIiOQohRvJmMkEzUdY3m/6GlKTcqTZjjUDGdqmAgCjftvDwUiNQSUiIjlD4UburOZD4BkEcZGw55cca/al+6twT8XiXE1J45lp24m+mvWxrERERP5N4UbuzMEJmjxjeb/hCzDnTCdgezsTn/erR0kfV05cSuDFOaGYzXrAn4iI3B2FG8mcho+DkydcOAhHl+dYs77uTkx6tD5ODnasOHCeiSuP5ljbIiJSNCncSOa4eEODgZb3dzkkw7/VLuXD291qAvDxisOsOnQ+R9sXEZGiReFGMq/pULBzgPB1cGZ7jjbdu1EI/RqXxjDg+dmhnLqckKPti4hI0aFwI5nnXcrSuRhyZEiGfxv7YHXqhPgQfTWFp6dt1wjiIiKSLQo3kjXXbwvfvwAuh+Vo084O9kzqXx8/dyf2R8RoBHEREckWhRvJmsCaUOFeMMyw6ascbz7Yx5Uv+tXTCOIiIpJtCjeSdc2vDai5czokXM755jWCuIiI3AWbhps1a9bQtWtXgoODMZlMzJ8/P9Prrl+/HgcHB+rWrZtr9cltlG8DgbUgJQG2fp8rm9AI4iIikl02DTfx8fHUqVOHiRMnZmm9qKgoBgwYQLt27XKpMsmQyQTNrw2oufkbSMn54KERxEVEJLtsGm46derE22+/TY8ePbK03jPPPMMjjzxCs2bNcqkyuaMa3cE7BBIuwq5ZubIJjSAuIiLZUeD63EyePJnjx48zZsyYTC2flJRETExMupfkAHtHaPqs5f3GL3NsSIZ/0wjiIiKSVQUq3Bw5coRRo0Yxffp0HBwcMrXO+PHj8fb2tr5CQkJyucoipP5j4OwNl47CocW5thmNIC4iIllRYMJNWloajzzyCOPGjaNy5cqZXm/06NFER0dbX6dOncrFKosYZ09oNNjyfkPODsnwbxpBXEREMqvAhJvY2Fi2bdvG8OHDcXBwwMHBgTfffJNdu3bh4ODA33//fcv1nJ2d8fLySveSHNTkGbB3glOb4eTmXNuMRhAXEZHMKjDhxsvLiz179hAaGmp9PfPMM1SpUoXQ0FCaNGli6xKLJs9AqN3b8j6Xz95oBHEREckMm4abuLg4a1ABCAsLIzQ0lJMnTwKWS0oDBgwAwM7Ojpo1a6Z7lShRAhcXF2rWrIm7u7utdkOuP9Tv4CK4mLuBQyOIi4jIndg03Gzbto169epRr149AF544QXq1avHG2+8AUBERIQ16Eg+5l8FKncEDMudU7lMI4iLiEhGTEYRG5kwJiYGb29voqOj1f8mJ51YB1O6gL0z/GcfePjn6uaSUtPo/c0mdp2KonqQF78NbY6rk32ublNERGwnK9/fBabPjeRzZVpAcH1IS4It3+b65jSCuIiI3I7CjeQMkwlaXOt7s/U7SI7P9U1qBHEREbkVhRvJOdUehGJl4eoV2DkjTzb57xHEQ09F5cl2RUQk/1K4kZxjZw/Nhlveb/wS0lLzZLNDWpWnYw3LCOLDZuwgKiE5T7YrIiL5k8KN5Ky6/cHVF6LC4eDvebJJk8nEBw/XpoyfG2eirvLCnF16wJ+ISBGmcCM5y8kNGj1peb/+c8ijTr5eLo581d/ygL+/D57n6zXH8mS7IiKS/yjcSM5rPAQcXODsDghfn2ebrRHszbgHawDw4dJDbDx2Kc+2LSIi+YfCjeQ8D3+o08/yfn3uDsnwb30bhdCzfknMBoyYtZPzsYl5un0REbE9hRvJHc1HACY4shTOH8yzzZpMJt7uXpPKAR5cjEviuVk7SU0z59n2RUTE9hRuJHf4VYCqXSzvN3yRp5t2c3Lgq/4NcHeyZ9Pxy3yy4nCebl9ERGxL4UZyT4vnLT93/wyxkXm66YolPBjfqzYAE1ceY+VBDbApIlJUKNxI7glpDCFNwJwCm7/O880/WCeYx5qWAeA/c0I5E3U1z2sQEZG8p3Ajuav59SEZfoSk2Dzf/GsPVKN2KW+iElIYNmMHyanqfyMiUtgp3EjuqtIZ/CpCUjTsmJrnm3d2sGfiI/XxcnEg9FQU7y4+kOc1iIhI3lK4kdxlZ3fDkAxfQWreD40Q4uvGx73rAjBlwwkW7Y7I8xpERCTvKNxI7qvTD9xLQMxpWPeJTUpoXz2Ap1uXB+CV33Zz/EKcTeoQEZHcp3Ajuc/RBTq8a3m/5gOI3GOTMl6+vwqNy/kSl5TKszN2kJiSZpM6REQkdyncSN6o9RBUfQDMqTB/KKSl5HkJDvZ2fNmvHsU9nDgYGcsbC/bmeQ0iIpL7FG4kb5hM0OVjcC1mOXOz9iOblFHCy4XP+9bDzgRztp3ml22nbFKHiIjkHoUbyTueAdD5Q8v7NRMgYrdNymhesTj/aV8ZgNcX7OVgZIxN6hARkdyhcCN5q2av9JenbHD3FMCwthVpXdmfxBQzQ6fvIDYx7y+TiYhI7lC4kbxlMsEDn4CrL5zbC2s/tEkZdnYmPulTlyBvF8IuxjPqtz0YhmGTWkREJGcp3Eje8ygBXa6FmrUfQcQum5Th6+7El4/Ux8HOxKI9Efy04YRN6hARkZylcCO2UaMnVHvw2uWpZ212eapBmWKM7lwNgHcWH2DnySs2qUNERHKOwo3YxvW7p9z8LJen1kywWSmDW5SlU81AUtIMhs/cyZV42wQtERHJGQo3Yjse/v/cPbX2IzgbapMyTCYT7z9Um7J+bpyJusoLc0Ixm9X/RkSkoFK4Eduq2ROqdwMj7drlqSSblOHl4shX/Rvg7GDHykMXmLT6mE3qEBGRu6dwI7bX5WNwKw7n98HqD2xWRvVgL97sVgOAj5YdYuOxSzarRUREsk/hRmzPvTh0ufbE4nWfwJkdNiuld8MQetUvhdmAEbN2cj420Wa1iIhI9ijcSP5QozvU6GHzy1Mmk4m3u9ekSoAnF+OSeG7WTlLTzDapRUREskfhRvKPzh9aLk9dOACr37dZGa5O9nz1aH3cnezZdPwyn6w4bLNaREQk6xRuJP9wLw4PfGx5v+5Tm16equDvwXu9agMwceUxVh48b7NaREQkaxRuJH+p3s3ygD8bX54C6FonmAHNygDwnzmhnLqcYLNaREQk8xRuJP/p/CG4+1suT616z6alvNqlGnVKeROVkEKXz9fy89aTGoNKRCSfU7iR/MfdzzK4JsD6T+H0dpuV4uxgz6RHG1CzpBcxiam88tse+n67iWMX4mxWk4iIZCxb4ebUqVOcPn3a+nnLli2MHDmSb7/9NscKkyKuWleo+RAYZpg/FFJsd0t2sI8r859twWtdquHqaM/msMt0+mwtX/x1hORU3UklIpLfZCvcPPLII6xcuRKAyMhI7rvvPrZs2cKrr77Km2++maMFShHWeQK4l4CLh2DVeJuW4mBvx5Mty7PsP61oVdmf5FQzHy0/TJfP17I9/LJNaxMRkfSyFW727t1L48aNAZgzZw41a9Zkw4YNzJgxgylTpuRkfVKUufn+c3lqw+dweptt6wFCfN346fFGfNa3Ln7uThw5H8dDX2/k9fl7iUlMsXV5IiJCNsNNSkoKzs7OAKxYsYIHH3wQgKpVqxIREZFz1YlUewBq9c4Xl6euM5lMdKtbkhUvtObhBqUwDJi2KZz7Pl7N0n2Rti5PRKTIy1a4qVGjBl9//TVr165l+fLldOzYEYCzZ8/i5+eXowWK0Ol98AiAi4dh1bu2rsaqmLsTEx6uw8wnm1DWz41zMUk8PW07T0/bRmS07UOYiEhRla1w8/777/PNN9/Qpk0b+vXrR506dQBYuHCh9XKVSI5x84UHPrW83/AFnNpq03L+rXnF4vw5shXD2lbAwc7E0n3nuO/j1UzbFI7ZrNvGRUTymsnI5kM70tLSiImJoVixYtZpJ06cwM3NjRIlSuRYgTktJiYGb29voqOj8fLysnU5khVzh8Dun6F4ZXh6DTi62rqimxyIiGH03D2EnooCoEGZYozvWYvKAZ62LUxEpIDLyvd3ts7cXL16laSkJGuwCQ8P59NPP+XQoUP5OthIAdfxvX8uT618x9bV3FK1IC9+G9qccQ/WwN3Jnu3hV+jy+Vo+XnaIxJQ0W5cnIlIkZCvcdOvWjalTpwIQFRVFkyZN+Oijj+jevTuTJk3K0QJFrNx8oetnlvcbvoRTW2xbz23Y25kY2Lwsy19oTftqJUhJM/j876N0/nwtm45fsnV5IiKFXrbCzY4dO2jZsiUAv/76KwEBAYSHhzN16lQ+//zzHC1QJJ0qnaBOP8C4dvfUVVtXdFvBPq58N6AhX/Wvj7+nM8cvxNP3202M+m030Qm6bVxEJLdkK9wkJCTg6WnpQ7Bs2TJ69uyJnZ0dTZs2JTw8PEcLFLlJx/HgGQSXjsLfb9u6mgyZTCY61wpixQuteaRJaQBmbz1Fu49X88fusxqnSkQkF2Qr3FSsWJH58+dz6tQpli5dyv333w/A+fPn1UlXcp9rsX8uT22cCCc327aeTPB2deTdHrWY83QzKvi7czEuieEzd/LET9s4E5V/zz6JiBRE2Qo3b7zxBi+99BJly5alcePGNGvWDLCcxalXr16OFihyS5U7QJ1HAAMWPJuvL0/dqHE5XxY/35KR7SvhaG/i74Pnue/j1fy4LozUNI1TJSKSE7J9K3hkZCQRERHUqVMHOztLRtqyZQteXl5UrVo1R4vMSboVvBC5GgVfNYXYCGg2HDrkzzuobufo+VhGz93D1hNXAKhUwoNXu1SjTRXdcSgi8m9Z+f7Odri57vro4KVKlbqbZvKMwk0hc3gZzHwYMMHjS6BMM1tXlCVms8GsrSeZsPQQUdc6Gbeq7M+rnatRJVDPxhERuS7Xn3NjNpt588038fb2pkyZMpQpUwYfHx/eeustzGadWpc8VPl+qPsolrunnoGEgjVCt52dif5NyrD6pbY81bIcjvYm1hy+QKfP1vC/eXu4EJtk6xJFRAqcbJ25GT16ND/88APjxo2jRYsWAKxbt46xY8fy1FNP8c47+ffygM7cFEJXo+CblhB1Esq3hf6/gr2DravKlvBL8by35CBL9loG4PRwduDZthUY3KIcLo72Nq5ORMR2cv3MzU8//cT333/P0KFDqV27NrVr1+bZZ5/lu+++Y8qUKZluZ82aNXTt2pXg4GBMJhPz58/PcPl169bRokUL/Pz8cHV1pWrVqnzyySfZ2QUpTFx9oO8scHSH4yth+Ru2rijbyvi5M+nRBsx5uhm1S3kTl5TKB38eot1Hq1m4S7eOi4hkRrbCzeXLl2/Zabhq1apcvpz5ywLx8fHUqVOHiRMnZmp5d3d3hg8fzpo1azhw4ACvvfYar732Gt9++22mtymFVGBN6HHt6dibJkLoTNvWc5cal/Nl/rMt+KRPHYK8XTgTdZXnZu2k56QNbA+/YuvyRETytWxdlmrSpAlNmjS56WnEI0aMYMuWLWzenPXnjphMJubNm0f37t2ztF7Pnj1xd3dn2rRpmVpel6UKuZXvwur3wd4ZHl8MpRrauqK7djU5je/XHmfS6mMkJFvGp+pSO4hRHasS4utm4+pERPJGVr6/s9Ux4YMPPqBLly6sWLHC+oybjRs3curUKRYvXpydJrNl586dbNiwgbffzt9PqZU81HoURO6FQ4tgdn8Ysgq8gmxd1V1xdbJnRLtK9GkUwsfLD/PztlMs2h3B8n3nePyesgxrWxEvF0dblykikm9k67JU69atOXz4MD169CAqKoqoqCh69uzJvn37Mn0G5W6UKlUKZ2dnGjZsyLBhw3jyySdvu2xSUhIxMTHpXlKI2dlBz2/AvxrERcLPj0JKoq2ryhElvFx4r1dtFo1oSYuKfiSnmflm9XHaTFjFtE3hegigiMg1d/2cmxvt2rWL+vXrk5aWlvVCsnBZKiwsjLi4ODZt2sSoUaP48ssv6dev3y2XHTt2LOPGjbtpui5LFXKXj8O3bSExCur2h24TwWSydVU5xjAMVh46zzuLDnDsQjxgeQjg/7pUo60eAigihVCePsTvRnkVbm709ttvM23aNA4dOnTL+UlJSSQl/fOskJiYGEJCQhRuioJjK2F6TzDM0PE9aDrU1hXluJQ0M7O2nOST5Ye5oocAikghluu3gucnZrM5XXj5N2dnZ7y8vNK9pIio0Bbuv/bMpaWvWsJOIeNob8eAZmVZ9XJbhrQqn+4hgKPn6iGAIlI02TTcxMXFERoaSmhoKGC53BQaGsrJkycBy8MCBwwYYF1+4sSJ/P777xw5coQjR47www8/8OGHH/Loo4/aonwpCJoOtQywaaTBL4Msl6sKIW9XR/7XuRorXmhN51qBmA2YteUkbSasZOLKoySmZP1sqohIQZWlu6V69uyZ4fyoqKgsbXzbtm20bdvW+vmFF14AYODAgUyZMoWIiAhr0AHLWZrRo0cTFhaGg4MDFSpU4P333+fpp5/O0nalCDGZ4IFP4OJhOLMNZj0CTy4H58J5yaaMnztf9W/A1hOXefuP/ew6Hc2EpYeYsuEED9YJpnvdktQs6YWpEPU/EhH5tyz1uXn88ccztdzkyZOzXVBu03NuiqiYCPi2jeUOqqoPQO9pljurCjGz2WDhrrN88OdBzkb/c8dYeX93utctSbe6wZTxc7dhhSIimWezDsUFgcJNEXZ6G0zuBGnJlufhtB1t64ryRHKqmdWHLzA/9Awr9p8jKfWfW8brlfahe92SdKkdRHEPZxtWKSKSMYWbDCjcFHGhM2H+tbumek+D6g/atp48FpuYwtJ951gQeob1Ry9ivvbbb29nomWl4nSvW5L7qgfg7lwwBx4VkcJL4SYDCjfCn6Nh01eWgTafXA4BNWxdkU2cj0nk990RLAg9w+7T0dbpro723F8jgO51S3JPpeI42hfuy3ciUjAo3GRA4UZIS4UZveD4KvApA0+tBHc/W1dlU8cuxLEg9CwLQs8QfinBOt3X3YkHagfRrW5J6pf2UUdkEbEZhZsMKNwIAAmX4bu2cOUElG0Jj80De43PZBgGoaeiWBB6lt93neVSfLJ1XmlfN7rVDaZb3ZJULOFhwypFpChSuMmAwo1YnT8A37eH5Dho8gx0et/WFeUrqWlm1h29yILQsyzdF2kdkRygZkkvutctSdc6wQR4udiwShEpKhRuMqBwI+kc+AN+7m95/+CXUP8x29aTTyUkp7J8/zkWhJ5lzeELpF7riWwyQfMKfnSrU5IONQPxdtXZLxHJHQo3GVC4kZuseh9WvQv2TjBoEYQ0tnVF+drl+GQW7T7L/NCzbA+/Yp3uZG9Hmyr+dKtbknbVSuDiaG/DKkWksFG4yYDCjdzEbIZfBsKBheBeAoasAu+Stq6qQDh1OYEFoWdYEHqWI+fjrNPdnezpUCOQrnWDuaei7rgSkbuncJMBhRu5paQ4+OF+OL8PguvB40vA0dXWVRUYhmFwMDKWhbvOsjD0LGeirlrn+bo70blWIN3qlqRB6WLY2emOKxHJOoWbDCjcyG1dOWEZouHqFajdB3p8Y+lUIlliGAY7Tl5hQehZFu2OSHfHVbC3C13rBvNgnWCqB2mMKxHJPIWbDCjcSIaOr4ZpPSyjiN//DjQfbuuKCrTUNDPrj11i4bU7ruKSUq3zKpbw4ME6lqBTtrjGuBKRjCncZEDhRu5o8zew5L9gsoP+v0DF9rauqFBITElj5cHzLAg9y9+HzpN8wxhXdUp507VOsG4tF5HbUrjJgMKN3JFhwMIRsHMauHhbnmDsV8HWVRUqMYkpLN0bycJdZ9ONcWUyQdNyfnSrG0ynmkF4u+nWchGxULjJgMKNZEpqEkx5AE5vgeJV4MkV4KK/L7nhQmwSi/dEsHBX+lvLHe1NtK5cggfrBnN/9QDdWi5SxCncZEDhRjItNhK+bQuxZ6FyJ+g7E+x0S3NuOnU5gd93W+64OhgZa51e3MOZQc3L0L9JGYq5O9mwQhGxFYWbDCjcSJac2Q4/doK0JCjfBlqMtPzUXT657lBkLAt3neG37WeIjEkELCOWP9ywFE/cU44yfuqELFKUKNxkQOFGsmzPrzB3iOUOKoCAmtBsGNTsBQ7Otq2tCEhJM7NodwTfrjnO/ogYwJItO9YI5MmW5WlQppiNKxSRvKBwkwGFG8mWy8dh09ewczqkxFumeQRA46eg4RPg5mvb+ooAwzDYcOwS3609zqpDF6zTG5QpxlMty3Nf9QDs9YBAkUJL4SYDCjdyV65ege0/WW4Xjz1rmebgCnX7QdNnoXgl29ZXRByKjOX7tcdZEHqW5DTLLeVl/dx44p5yPNQgBFcndT4WKWwUbjKgcCM5Ii0F9s2DjV9CxK5/plfuaLlkVbal+uXkgfMxify08QTTN50k+moKAMXcHHmsaRkea1YWf09dNhQpLBRuMqBwIznKMCB8PWycCIeWANd+nQJrQbPhUKMnOOjuntwWn5TKL9tO8cP6ME5dtoxr5eRgR896JXmyZTkqlvC0cYUicrcUbjKgcCO55uJR2DwJds6A1GsDR3oEQpMh0OBx9cvJA2lmg6X7Ivl2zXFCT0VZp99btQRPtSxP0/K+Gs9KpIBSuMmAwo3kuoTLsH0ybP4W4iIt0xzdoG5/aDpUTzvOA4ZhsD38Ct+uOc7yA+e4/q9crZLePNWqPJ1rBuJgr2cWiRQkCjcZULiRPJOaDPvmwoYv4dyeaxNNUKWzpV9Omebql5MHwi7G88O64/yy7TRJ18azKunjyuMtytK3cWk8nB1sXKGIZIbCTQYUbiTPGQaErbH0yzmy9J/pQXWv9cvpDvYaQym3XYpLYvqmk0zdeIJL8ckAeLo40L9JGZ5vV0l3WInkcwo3GVC4EZu6cBg2fQW7ZkGq5am7eJWEJs9YLlkp5OS6xJQ05u08w3drj3P8guWZRbVKevPdgIYEemtEcpH8SuEmAwo3ki/EX4JtP8KWbyH+vGVajZ7Q63uw0xmEvGA2Gyzbf47Rc3dzJSGFEp7OfDugIXVDfGxdmojcQla+v9WjTsQW3P2g9cvwn73wwCdg52jpn/PHf6Bo/X/DZuzsTHSsGcjC4fdQOcCD87FJ9PlmIwtCz9i6NBG5Swo3Irbk4AwNB0Ov78BkBzt+guVvKODkoRBfN34b2px2VUuQlGrm+dmhfLj0EGazjoFIQaVwI5If1OgBXT+zvN/wOaz72Lb1FDGeLo58O6Ahz7S23Kb/5cqjPDN9O/FJqTauTESyQ+FGJL+oPwDuf9vy/q83Yct3tq2niLG3MzGqU1U+ergOTvZ2LNt/jl6TNnD6SoKtSxORLFK4EclPmo+AVi9b3i9+CXbPsW09RVCvBqWYNaQpxT2cOBgZS7cv17PtxGVblyUiWaBwI5LftH0VGg+xvJ/3zLUxqyQvNShTjAXD76F6kBeX4pPp990mftl2ytZliUgmKdyI5DcmE3R8H2r3BSMN5gy0PARQ8lRJH1d+HdqMjjUCSUkzePnX3byzaD9p6mgsku8p3IjkR3Z20G0iVH0A0pJgVj84vd3WVRU5bk4OfNW/Ps/dWxGA79aG8eRPW4lJTLFxZSKSEYUbkfzK3gF6/QDlWkFyHMzoBef227qqIsfOzsQL91fhi371cHawY+WhC/T8agPhl+JtXZqI3IbCjUh+5ugCfWdCyYZw9QpM6wGXw2xdVZHUtU4wvzzTjAAvZ46ej6PbxPVsOHbR1mWJyC0o3Ijkd86e0P8XKFEd4iJhajeIibB1VUVS7VI+LBx+D3VKeROVkMKAH7YwY3O4rcsSkX9RuBEpCNx84bF5UKwcRIXDtO6QoNuTbSHAy4Wfn27Gg3WCSTUbvDpvL2MW7CU1zWzr0kTkGoUbkYLCMxAGLADPYLhwEKb3hMQYW1dVJLk42vNZ37q83KEKAD9tDGfQ5K1EJ6ijsUh+oHAjUpAUKwMD5oOrL5zdCbMfgZSrtq6qSDKZTAxrW5GvH22Am5M9645epPtX6zl2Ic7WpYkUeQo3IgWNfxV49Ddw8oQTa+GXxyFNZwxspWPNQH59pjklfVwJuxhP94nrWXP4gq3LEinSFG5ECqKS9eGR2eDgAoeXwPyhYFafD1upHuzFguEtaFimGLGJqQyavIXJ68MwNLq7iE0o3IgUVGXvgd5Twc4B9vxiGYtKX6Y2U9zDmRlPNeGhBqUwGzDu9/38b94eklMVOkXymskoYv+1iImJwdvbm+joaLy8vGxdjsjd2/Mr/PYkYMA9L0D7MbauqEgzDIPv14bx7pIDGAZUDvDg3qoBNC3vS8Oyvng4O9i6RJECKSvf3wo3IoXBtsnwx0jL+/bj4J6RtqxGgJUHz/PcrJ3EJqVap9nbmahV0pum5f0UdkSySOEmAwo3Umit+xRWXDtr88Cn0PBxW1YjwMW4JFYfusCm45fYFHaJU5fT39mmsCOSeQo3GVC4kUJtxThY9zFggl7fQ62HbF2R3OD0lQQ2H7+ssCOSDQo3GVC4kULNMGDRi7DtB0tH474zoXIHW1clt3Em6iqbj1+yhJ3jlzl5OSHdfIUdkX8o3GRA4UYKPbMZ5g2x3EHl4AKPzoWyLWxdlWSCwo7I7SncZEDhRoqEtBT4+THLM3CcPGHQ7xBcz9ZVSRZlJuzULOlN0/K+NC3vRyOFHSnEFG4yoHAjRUbKVZjxsOUpxk4e0OgJaDoMPANsXZlkk8KOFGUFJtysWbOGCRMmsH37diIiIpg3bx7du3e/7fJz585l0qRJhIaGkpSURI0aNRg7diwdOmS+T4HCjRQpSbEwozec3GD5bO8MdR+BFs+Bb3nb1iZ3Lathp2GZYni6ONqoWpG7U2DCzZIlS1i/fj0NGjSgZ8+edww3I0eOJDg4mLZt2+Lj48PkyZP58MMP2bx5M/XqZe6Uu8KNFDlmMxxZCms/htNbLNNMdlCjB9zzHwisZdv6JMecjbrK5rBLbDp2mU1hlwi/dJuwU+5a2CmrsCMFR4EJNzcymUx3DDe3UqNGDfr06cMbb7yRqeUVbqTIMgwI3wDrPoGjy/+ZXvE+aPkClG4GJpPt6pMcd6ewY2fihg7KCjuSv2Xl+7tAX4w1m83Exsbi6+t722WSkpJISkqyfo6JicmL0kTyH5PJctdU2RYQsRvWfwr75lmCztHlENLEcianUgew07BzhUGwjys96pWiR71SwK3Dzq7T0ew6Hc03a44r7EihUaDP3HzwwQe89957HDx4kBIlStxymbFjxzJu3LibpuvMjQhw6Rhs+AJCZ0BasmVaierQYiTU7An2+mIrzDJzZqdccXdqBHtTI9iL6sFe1Aj2xtfdyUYVS1FWJC5LzZw5k6eeeooFCxbQvn372y53qzM3ISEhCjciN4qNhE1fwdYfITnWMs2nNDR/Duo9Co6utq1P8kRE9NV/nqB8/BIn/hV2rgvydrkWdiyhp0awFyV9XDHpsqbkokIfbmbPns3gwYP55Zdf6NKlS5a2oz43Ihm4GgVbv4dNkyDhomWaW3FoOhQaPQmuPrasTvLY+dhE9p+NYd/ZmGs/o28beLxdHakeZAk6NUpazvCUL+6Og70ucUrOKNThZtasWQwePJjZs2fTrVu3LG9H4UYkE1Kuws7psP5ziD5pmebkCY0GQ9NnwTPQtvWJzcQmpnAgIpZ9Z6OtoefI+VhS0m7+KnF2sKNqkNc/oSfYi6qBXrg62dugcinoCky4iYuL4+jRowDUq1ePjz/+mLZt2+Lr60vp0qUZPXo0Z86cYerUqYDlUtTAgQP57LPP6Nmzp7UdV1dXvL29M7VNhRuRLEhLgb1zLXdYXThgmWbvZHlWTvPnwK+CbeuTfCEpNY0j5+KsZ3f2nY3hQEQM8clpNy1rZ4IK/h7UCPaiQVlfHm5QChdHhR25swITblatWkXbtm1vmj5w4ECmTJnCoEGDOHHiBKtWrQKgTZs2rF69+rbLZ4bCjUg2mM1wZJllxPFTmy3TTHZQvbvlDqug2jYtT/Ifs9kg/HKCNexYzvJEczEuOd1ywd4uvNShCt3rlsTOTn125PYKTLixBYUbkbtgGHByo+VMzpFl/0x39wcHV3B0sQzW6eBy7b3rv35en+d6i5/Ot1jeFVy8wcPfdvssOcYwDM7HJrH/bAx7zkQze8tJzkYnAlCzpBf/61yN5hWK27hKya8UbjKgcCOSQyL3wLpPYd9cMMy5u61GT0Gn98FOly8Kk8SUNCavP8FXK48Sm5QKQLuqJRjVqSqVAjxtXJ3kNwo3GVC4EclhcRcg7hykJlo6Ilt/JkHqVUhJTP8zNelfy2W0fCIkXXvwZo2e0OMbcNAzVgqbS3FJfP7XEWZsPkmq2cDOBH0bl+Y/7Svj7+ls6/Ikn1C4yYDCjUgBs3cuzB0C5hSo2B56TwMnN1tXJbng+IU43v/zIEv3nQPA3cmeZ1pX4MmW5XWHlSjcZEThRqQAOroCfn4MUhIgpCk88rOeuVOIbQm7zDuL9rPrdDQAAV7OvHh/FXrVL4W9Oh0XWQo3GVC4ESmgTm6GmQ9DYjQE1ILH5oLHrYddkYLPbDb4Y08EH/x5kNNXrgJQNdCTV7tUo2UldTAvihRuMqBwI1KARe6FaT0g/jz4lofH5kOxMrauSnJRUmoaUzeE88XfR4hJtHQ6bl3Zn9Gdq1I1UP+GFyUKNxlQuBEp4C4dg2ndIeokeAZZAk6JqrauSnLZlfhkvvj7KNM2nSAlzdLp+OEGIbxwf2UCvFxsXZ7kAYWbDCjciBQCMWdhWk/LU5Ndi0H/36BUA1tXJXkg/FI8H/x5iEV7IgBwdbRnSKvyDGlVHndnBxtXJ7lJ4SYDCjcihUTCZZjxEJzZDk4e0HcmlG9t66okj2wPv8w7iw6w42QUAP6ezrxwX2UeblBKg3UWUgo3GVC4ESlEkuJg9iMQttoy5tVDk6HaA7auSvKIYRgs2RvJe0sOcvKyZbTyygEejO5cjTaV/TGZdGdVYaJwkwGFG5FCJjUJfnsCDvxuGe/qwS+hXn9bVyV5KDnVzPRN4Xz+9xGiElIAaFHRj/+0r0yDMsUUcgoJhZsMKNyIFEJpqfD78xA63fK5w7vQbJhta5I8F52QwsRVR5my/gTJaZYhQYK9XehQM5DOtYJoULqYBucswBRuMqBwI1JIGQYsew02fmn53OplaPsq6H/tRc6pywl8uuIIf+6NID45zTrd39OZjjUC6VQrkMZlfdU3p4BRuMmAwo1IIWYYsPYj+Psty+dGT0KnCWCnL7GiKDEljbVHLrJkTwTLD5wj9tpzcgB83Z3oUCOAjjWDaF7BD0cFnXxP4SYDCjciRcDW72HRS4ABtR6G7pPA3tHWVYkNJaeaWX/sIn/uiWTp/khr3xwAb1dH2lcLoHOtQO6pVBxnB41jlR8p3GRA4UakiNjzK8x7GsypUKkDPDxFA24KAClpZjYfv8ySvREs3RfJxbhk6zwPZwfaVStBp5pBtK7srwE78xGFmwwo3IgUIYeXwZzHIDURSjeHR2aDi7etq5J8JM1ssO3EZZbsjeTPvZFExiRa57k62nNv1RJ0rBnIvVVL5NpDApNS04hKSOFKQjKX45OJSkjhanIaAV4uBPu4EOzjioujQpbCTQYUbkSKmPCNMLMPJEVDYC14dB54aOBFuZnZbLDzVBR/7o1g8Z5IzkRdtc5zdrCjdWV/OtUKpF21ALxcbr7MaRgGV1PSrAHlxrByJSGZK/HJXLn+PiGZK/EpRCUkp+v0fDvFPZwI9nEl2NuVksVcCfZxpeS14BPs44qfu1Ohv+Vd4SYDCjciRVDEbpjeE+IvgF9FeGwe+JS2dVWSjxmGwd4zMSzeG8GSPRGcuJRgnedob6J5heK4O9tzJf6GsJKQQnKqOVvbszNBMTcnfNwcKebmhIujPediEjkTdZWETIQfZwc7Sl4LOtfP9pS89gr2cSXQ26XAn/1RuMmAwo1IEXXpGEztDtEnwaukZcBN/8q2rkoKAMMwOBgZy5I9ESzZG8mR83EZLu9kb4ePmyO+7v+ElWLuThS7/t7NiWLujvi4OeF77bOni8Mtn8FjGAYxV1M5HZXA2ahEzkZd5WzUVU5f+3k26irnY5PIzDe5v6ez9YxPzZLeDGpeFjengjMel8JNBhRuRIqw6DMwrQdcPARuftD/VyhZ39ZVSQFz9Hwsqw9fxN7EtdDiZD3r4uvuhJuTfZ5eIkpONRMZbTnLcz3wnLn2uv4+MeXmM0olfVx5u3tN2lYtkWe13g2Fmwwo3IgUcfGXYEYvOLvTMuBmv9lQrqWtqxLJNYZhcCUhxRp0Tl5KYMqGE9Y+RV1qBzHmgeqU8HKxcaUZU7jJgMKNiJAUC7P6wYm1YO8M7cdAk2fArmD3SRDJrPikVD5dcZgf1oVhNsDT2YH/dqpK/8al8+0QFQo3GVC4EREAUhItA24e/MPyuXQz6DYR/CrYti6RPLT3TDT/m7eH3aejAahX2ofxPWtRNTD/fT8q3GRA4UZErAwDtk+xjEmVHAcOrpazOI2f1pANUmSkmQ2mbjzBh0sPEZ+choOdiadalee5eyvlq4cYKtxkQOFGRG5yJRwWjoCw1ZbPZVpAty/Bt7xt6xLJQxHRVxm7cB9L950DIMTXlbe716J15fzxXCiFmwwo3IjILRkGbPsRlr0OKfHg6Abtx0Kjp3QWR4qUZfsiGbNwHxHRlqc1P1gnmNcfqI6/p7NN61K4yYDCjYhk6MoJWDDc0tkYoMw9187ilLNpWSJ5KS4plY+XHWbKBkuHYy8XB0Z3rkafhiE263CscJMBhRsRuSOzGbb9AMvfgJQEcHSH+8ZBwyd0FkeKlD2noxk9bzd7z8QA0LBMMd7tWYvKAZ55XovCTQYUbkQk0y6HWc7ihK+zfC7b0nJHVbEytq1LJA+lppn5aWM4Hy07RMK1DsdPty7PiHsr5emQDgo3GVC4EZEsMZth6/ewYozlLI6TB9z3JjQcDIV8oEKRG52JusqYBXtZceA8AGX83Hiney3uqVQ8T7avcJMBhRsRyZbLx2H+MDi5wfK5XGtLXxwNwClFiGEYLN13jrEL9xEZY+lw3KNeSV7tUo3iHrnb4VjhJgMKNyKSbWYzbPkGVoyD1KuWszj3vw0NBuksjhQpsYkpfLTsMD9tPIFhgLerI//rXJXeDUNybVwthZsMKNyIyF27dAzmPwunNlk+l28LD34BPiG2rUskj4WeiuJ/c/ewP8LS4bhxOV/e7VGTiiVyvsOxwk0GFG5EJEeY02Dz1/DXm5CaCE6e0OEdqD9AZ3GkSElNMzN5/Qk+Xn6YqylpONqbGNq6As+2rZijHY6z8v2texpFRLLDzh6aDYNn1kNIE0iOhd+fg+m9IPqMrasTyTMO9nY81ao8y19oxb1VS5CSZjBzy0mSUsw2q0lnbkRE7pY5DTZ9BX+/bTmL4+wFHd6Feo/qLI4UKYZh8OfeSOzsTHSoEZijbeuyVAYUbkQk11w8AvOHwumtls8V74O2/wMHFzDMgGEZ5iHdTzMY3GLarZb71zRMULI+uHjbYGdF8pbCTQYUbkQkV5nTYOOX8Pc7kJaU+9tz9YV2r0P9gZZLZSKFlMJNBhRuRCRPXDgEi1+Gc3vBZAeYrl2iuvbzpmlkMO/6T7v0065egZhr/XsCa0GnCVCmmS32ViTXKdxkQOFGRAqNtFTLGFgr34HEaMu0Wg9bnqDsFWzb2kRymO6WEhEpCuwdoMnTMGKH5UGCmGDPL/BFQ1j7EaQk2rpCEZtQuBERKejci0PXz2DIKstt6SnxlufvfNUUDi251gFZpOhQuBERKSyC68LgpdDzO/AIhCthMKsvzHjIcieXSBGhcCMiUpiYTFC7N4zYBvf8B+yd4OgKy1mcZa9BYoytKxTJdQo3IiKFkbMntB8Lz26Cyh3BnAobvoAvGkDoTMsgoCKFlMKNiEhh5lcBHvkZHvkFfCtA/HnLgwZ/uA/ObLd1dSK5QuFGRKQoqHy/5SzOfW+Ckwec2Qbf3QsLhkHceVtXJ5KjFG5ERIoKBydo8TyM2A51+lmm7ZxuuVS1cSKkpdi2PpEconAjIlLUeAZCj6/hieUQVBeSYmDp/2BSCzj2t62rE7lrCjciIkVVSGN4aiU8+AW4FYeLh2BaD5jdHy6H2bo6kWxTuBERKcrs7KD+AMulqqbPgskeDv4BE5tYHgQYvgFiIvQgQClQNLaUiIj84/xBWPJfCFudfrqjGxQrC8XKgW85y3vf8pb33iFg72iLaqUIKTADZ65Zs4YJEyawfft2IiIimDdvHt27d7/t8hEREbz44ots27aNo0eP8txzz/Hpp59maZsKNyIid2AYcOB32D4ZLh2F6NNgZPBcHJM9+IRcCz7XAs+NIcjJPc9Kl8IrK9/fDnlU0y3Fx8dTp04dBg8eTM+ePe+4fFJSEv7+/rz22mt88skneVChiEgRZDJB9QctL4DUZIg6aRnO4XLYzT/TkuDKCcvr+Mqb2/MI/FfguRaC/CqAq08e7pgUFTYNN506daJTp06ZXr5s2bJ89tlnAPz444+5VZaIiNzIwQmKV7S8/s1shtiI2wSf45AYDXGRltfJjf9a2QSBNaFsKyjXEso0BxfvPNklKdxsGm7yQlJSEklJSdbPMTEaV0VEJMfY2YF3Scur7D03z0+4/K/Ac+Kf4BMbAZF7LK9NE8FkB0F1oFwrS+Ap3RScPfJ8l6TgK/ThZvz48YwbN87WZYiIFE1uvpZXyQY3z4s9ByfWWl5ha+HyMTi70/Ja/xnYOUBwfctZnbItIaQJOLnl/T5IgVPow83o0aN54YUXrJ9jYmIICQmxYUUiIgKAZwDUesjyAog+AyfWwYk1lrATFQ6nt1heaz8CO0co1eifsFOqETi62HYfJF8q9OHG2dkZZ2dnW5chIiJ34l0S6vSxvMDSiTnshjM7Mafh5AbLa/X7YO9seRBhuVaWsFOygaV/kBR5hT7ciIhIAeVTGur1t7wMw9JP53rQObEW4m64rAWWZ/GENLl2ZqcVBNcDe33NFUU2PepxcXEcPXrU+jksLIzQ0FB8fX0pXbo0o0eP5syZM0ydOtW6TGhoqHXdCxcuEBoaipOTE9WrV8/r8kVEJK+YTJZbx/0qQINBlrBz8cg/l7BOrIOEi5Zb0a/fju7oDqUaQulmls7JpRqpg3IRYdOH+K1atYq2bdveNH3gwIFMmTKFQYMGceLECVatWmWdZzKZblq+TJkynDhxIlPb1EP8REQKIcOA8weundlZA+Hr4eqV9MuY7CGw1j9hp3QzS78fKRAKzBOKbUHhRkSkCDCb4cJBy7N1Tm6yvKJP3rycb/n0YcevouUskeQ7CjcZULgRESmiok//E3ROboJze4F/fQW6+aUPO4G11Uk5n1C4yYDCjYiIAJanJ5/a+s/ZnTPbIDUx/TIOrtf67TS91m+nMbjou8MWFG4yoHAjIiK3lJoMEbtuuJS1Ea5eTr+MyQ4CaljO6pRpYXkqs3tx29RbxCjcZEDhRkREMsVshktH0oedKyduXs6/miXkXH8p7OQKhZsMKNyIiEi2xUTAqU0QvtFyR9a5vTcvU6L6P0GnzD3g7pf3dRZCCjcZULgREZEcE3/JEnJOrLO8zu+7eZkSNW4IOy0UdrJJ4SYDCjciIpJr4i9B+Lobws7+m5e5HnbKtbSEHTffvK+zAFK4yYDCjYiI5Jn4i5YzO9efonzhwM3LBNRMf2ZHYeeWFG4yoHAjIiI2E3ch/WWsm8KOyRJ2yrWCps9YxtcSQOEmQwo3IiKSb8RdSH8Z68LBf+Y5uEDzEdBipMbEQuEmQwo3IiKSb8Wdt4ScrT9YQg+ARyC0HwO1+4KdnW3rs6GsfH8X3T8lERGR/MajBNTsCYP+gD7ToVhZiIuE+UPhu7aWW9DljhRuRERE8huTCap1hWFb4L43wckTIkJhckf4ZRBcCbd1hfmawo2IiEh+5eAMLZ6H53ZAg0GW4R/2zYMvG8Ffb0JSrK0rzJcUbkRERPI7jxLQ9TN4eg2UbQlpSbD2I/iiAeycbhkqQqwUbkRERAqKwFow8HfoOxOKlYO4c7BgGHzXBk6st3V1+YbCjYiISEFiMkHVLjBsM9z/Njh7WUYzn9IZ5gy49eCeRYzCjYiISEHk4Gx5Ds5zO6HhYEt/nP0LLP1xVoyFxBhbV2gzCjciIiIFmXtxeOATeGYdlGsNacmw7hNLf5wdU8GcZusK85zCjYiISGEQUAMGLIB+s8G3AsSfh4Uj4NvWlrGtihCFGxERkcLCZIIqneDZTdDhXXD2hsg98NMD8POjcPm4rSvMEwo3IiIihY2DEzQbZumP0+hJS3+cA7/DxCaw/A1IjLZ1hblKY0uJiIgUduf2w9L/wfGV/0yzdwJHV3Bwtfx0dLv288aXm2UAz9vNu+X6LuDoDp4BOboLWfn+dsjRLYuIiEj+E1AdHpsHR5bBstfg4mFLx+O0ZCAXzuK4FYf/Hsv5djNJ4UZERKQoMJmgcgeodD8kXIbUq5ByFVISrv284XNq4u3npVy9Nj/hhmmJ6dd1crfprirciIiIFCUmE7j75e42bNzjRR2KRUREJGeZTDbdvMKNiIiIFCoKNyIiIlKoKNyIiIhIoaJwIyIiIoWKwo2IiIgUKgo3IiIiUqgo3IiIiEihonAjIiIihYrCjYiIiBQqCjciIiJSqCjciIiISKGicCMiIiKFisKNiIiIFCoOti4grxnXhmGPiYmxcSUiIiKSWde/t69/j2ekyIWb2NhYAEJCQmxciYiIiGRVbGws3t7eGS5jMjITgQoRs9nM2bNn8fT0xGQy5WjbMTExhISEcOrUKby8vHK07fymKO0rFK391b4WXkVpf7WvhY9hGMTGxhIcHIydXca9aorcmRs7OztKlSqVq9vw8vIq1H/BblSU9hWK1v5qXwuvorS/2tfC5U5nbK5Th2IREREpVBRuREREpFBRuMlBzs7OjBkzBmdnZ1uXkuuK0r5C0dpf7WvhVZT2V/tatBW5DsUiIiJSuOnMjYiIiBQqCjciIiJSqCjciIiISKGicCMiIiKFisJNFk2cOJGyZcvi4uJCkyZN2LJlS4bL//LLL1StWhUXFxdq1arF4sWL86jS7Bs/fjyNGjXC09OTEiVK0L17dw4dOpThOlOmTMFkMqV7ubi45FHFd2fs2LE31V61atUM1ymIxxWgbNmyN+2ryWRi2LBht1y+IB3XNWvW0LVrV4KDgzGZTMyfPz/dfMMweOONNwgKCsLV1ZX27dtz5MiRO7ab1d/5vJLR/qakpPDKK69Qq1Yt3N3dCQ4OZsCAAZw9ezbDNrPzu5AX7nRsBw0adFPdHTt2vGO7+fHY3mlfb/X7azKZmDBhwm3bzK/HNTcp3GTBzz//zAsvvMCYMWPYsWMHderUoUOHDpw/f/6Wy2/YsIF+/frxxBNPsHPnTrp370737t3Zu3dvHleeNatXr2bYsGFs2rSJ5cuXk5KSwv333098fHyG63l5eREREWF9hYeH51HFd69GjRrpal+3bt1tly2oxxVg69at6fZz+fLlADz88MO3XaegHNf4+Hjq1KnDxIkTbzn/gw8+4PPPP+frr79m8+bNuLu706FDBxITE2/bZlZ/5/NSRvubkJDAjh07eP3119mxYwdz587l0KFDPPjgg3dsNyu/C3nlTscWoGPHjunqnjVrVoZt5tdje6d9vXEfIyIi+PHHHzGZTPTq1SvDdvPjcc1VhmRa48aNjWHDhlk/p6WlGcHBwcb48eNvuXzv3r2NLl26pJvWpEkT4+mnn87VOnPa+fPnDcBYvXr1bZeZPHmy4e3tnXdF5aAxY8YYderUyfTyheW4GoZhPP/880aFChUMs9l8y/kF9bgCxrx586yfzWazERgYaEyYMME6LSoqynB2djZmzZp123ay+jtvK//e31vZsmWLARjh4eG3XSarvwu2cKt9HThwoNGtW7cstVMQjm1mjmu3bt2Me++9N8NlCsJxzWk6c5NJycnJbN++nfbt21un2dnZ0b59ezZu3HjLdTZu3JhueYAOHTrcdvn8Kjo6GgBfX98Ml4uLi6NMmTKEhITQrVs39u3blxfl5YgjR44QHBxM+fLl6d+/PydPnrztsoXluCYnJzN9+nQGDx6c4SCyBfm4XhcWFkZkZGS64+bt7U2TJk1ue9yy8zufn0VHR2MymfDx8clwuaz8LuQnq1atokSJElSpUoWhQ4dy6dKl2y5bWI7tuXPnWLRoEU888cQdly2oxzW7FG4y6eLFi6SlpREQEJBuekBAAJGRkbdcJzIyMkvL50dms5mRI0fSokULatasedvlqlSpwo8//siCBQuYPn06ZrOZ5s2bc/r06TysNnuaNGnClClT+PPPP5k0aRJhYWG0bNmS2NjYWy5fGI4rwPz584mKimLQoEG3XaYgH9cbXT82WTlu2fmdz68SExN55ZVX6NevX4YDK2b1dyG/6NixI1OnTuWvv/7i/fffZ/Xq1XTq1Im0tLRbLl9Yju1PP/2Ep6cnPXv2zHC5gnpc70aRGxVcsmbYsGHs3bv3jtdnmzVrRrNmzayfmzdvTrVq1fjmm2946623crvMu9KpUyfr+9q1a9OkSRPKlCnDnDlzMvU/ooLqhx9+oFOnTgQHB992mYJ8XMUiJSWF3r17YxgGkyZNynDZgvq70LdvX+v7WrVqUbt2bSpUqMCqVato166dDSvLXT/++CP9+/e/Yyf/gnpc74bO3GRS8eLFsbe359y5c+mmnzt3jsDAwFuuExgYmKXl85vhw4fzxx9/sHLlSkqVKpWldR0dHalXrx5Hjx7Npepyj4+PD5UrV75t7QX9uAKEh4ezYsUKnnzyySytV1CP6/Vjk5Xjlp3f+fzmerAJDw9n+fLlGZ61uZU7/S7kV+XLl6d48eK3rbswHNu1a9dy6NChLP8OQ8E9rlmhcJNJTk5ONGjQgL/++ss6zWw289dff6X7n+2NmjVrlm55gOXLl992+fzCMAyGDx/OvHnz+PvvvylXrlyW20hLS2PPnj0EBQXlQoW5Ky4ujmPHjt229oJ6XG80efJkSpQoQZcuXbK0XkE9ruXKlSMwMDDdcYuJiWHz5s23PW7Z+Z3PT64HmyNHjrBixQr8/Pyy3Madfhfyq9OnT3Pp0qXb1l3Qjy1Yzrw2aNCAOnXqZHndgnpcs8TWPZoLktmzZxvOzs7GlClTjP379xtDhgwxfHx8jMjISMMwDOOxxx4zRo0aZV1+/fr1hoODg/Hhhx8aBw4cMMaMGWM4Ojoae/bssdUuZMrQoUMNb29vY9WqVUZERIT1lZCQYF3m3/s6btw4Y+nSpcaxY8eM7du3G3379jVcXFyMffv22WIXsuTFF180Vq1aZYSFhRnr16832rdvbxQvXtw4f/68YRiF57hel5aWZpQuXdp45ZVXbppXkI9rbGyssXPnTmPnzp0GYHz88cfGzp07rXcHvffee4aPj4+xYMECY/fu3Ua3bt2McuXKGVevXrW2ce+99xpffPGF9fOdfudtKaP9TU5ONh588EGjVKlSRmhoaLrf46SkJGsb/97fO/0u2EpG+xobG2u89NJLxsaNG42wsDBjxYoVRv369Y1KlSoZiYmJ1jYKyrG9099jwzCM6Ohow83NzZg0adIt2ygoxzU3Kdxk0RdffGGULl3acHJyMho3bmxs2rTJOq9169bGwIED0y0/Z84co3LlyoaTk5NRo0YNY9GiRXlccdYBt3xNnjzZusy/93XkyJHWP5eAgACjc+fOxo4dO/K++Gzo06ePERQUZDg5ORklS5Y0+vTpYxw9etQ6v7Ac1+uWLl1qAMahQ4dumleQj+vKlStv+ff2+v6YzWbj9ddfNwICAgxnZ2ejXbt2N/0ZlClTxhgzZky6aRn9zttSRvsbFhZ229/jlStXWtv49/7e6XfBVjLa14SEBOP+++83/P39DUdHR6NMmTLGU089dVNIKSjH9k5/jw3DML755hvD1dXViIqKumUbBeW45iaTYRhGrp4aEhEREclD6nMjIiIihYrCjYiIiBQqCjciIiJSqCjciIiISKGicCMiIiKFisKNiIiIFCoKNyIiIlKoKNyISJFkMpmYP3++rcsQkVygcCMieW7QoEGYTKabXh07drR1aSJSCDjYugARKZo6duzI5MmT001zdna2UTUiUpjozI2I2ISzszOBgYHpXsWKFQMsl4wmTZpEp06dcHV1pXz58vz666/p1t+zZw/33nsvrq6u+Pn5MWTIEOLi4tIt8+OPP1KjRg2cnZ0JCgpi+PDh6eZfvHiRHj164ObmRqVKlVi4cKF13pUrV+jfvz/+/v64urpSqVKlm8KYiORPCjciki+9/vrr9OrVi127dtG/f3/69u3LgQMHAIiPj6dDhw4UK1aMrVu38ssvv7BixYp04WXSpEkMGzaMIUOGsGfPHhYuXEjFihXTbWPcuHH07t2b3bt307lzZ/r378/ly5et29+/fz9LlizhwIEDTJo0ieLFi+fdH4CIZJ+tR+4UkaJn4MCBhr29veHu7p7u9c477xiGYRmZ/plnnkm3TpMmTYyhQ4cahmEY3377rVGsWDEjLi7OOn/RokWGnZ2ddTTo4OBg49VXX71tDYDx2muvWT/HxcUZgLFkyRLDMAyja9euxuOPP54zOywieUp9bkTEJtq2bcukSZPSTfP19bW+b9asWbp5zZo1IzQ0FIADBw5Qp04d3N3drfNbtGiB2Wzm0KFDmEwmzp49S7t27TKsoXbt2tb37u7ueHl5cf78eQCGDh1Kr1692LFjB/fffz/du3enefPm2dpXEclbCjciYhPu7u43XSbKKa6urplaztHRMd1nk8mE2WwGoFOnToSHh7N48WKWL19Ou3btGDZsGB9++GGO1ysiOUt9bkQkX9q0adNNn6tVqwZAtWrV2LVrF/Hx8db569evx87OjipVquDp6UnZsmX566+/7qoGf39/Bg4cyPTp0/n000/59ttv76o9EckbOnMjIjaRlJREZGRkumkODg7WTru//PILDRs25J577mHGjBls2bKFH374AYD+/fszZswYBg4cyNixY7lw4QIjRozgscceIyAgAICxY8fyzDPPUKJECTp16kRsbCzr169nxIgRmarvjTfeoEGDBtSoUYOkpCT++OMPa7gSkfxN4UZEbOLPP/8kKCgo3bQqVapw8OBBwHIn0+zZs3n22WcJCgpi1qxZVK9eHQA3NzeWLl3K888/T6NGjXBzc6NXr158/PHH1rYGDhxIYmIin3zyCS+99BLFixfnoYceynR9Tk5OjB49mhMnTuDq6krLli2ZPXt2Duy5iOQ2k2EYhq2LEBG5kclkYt68eXTv3t3WpYhIAaQ+NyIiIlKoKNyIiIhIoaI+NyKS7+hquYjcDZ25ERERkUJF4UZEREQKFYUbERERKVQUbkRERKRQUbgRERGRQkXhRkRERAoVhRsREREpVBRuREREpFBRuBEREZFC5f9Ts+9f1CJe/AAAAABJRU5ErkJggg==",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plot_metrics(history_dropout)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "c10bf8c3",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "markdown",
|
|
"checksum": "979f4033a7940ff00c6f7ca954637940",
|
|
"grade": false,
|
|
"grade_id": "cell-b670310c7765e587",
|
|
"locked": true,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"source": [
|
|
"_Comment on the performance of the improved model based on the loss and metrics during training._"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "6b3faf05",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"nbgrader": {
|
|
"cell_type": "markdown",
|
|
"checksum": "00191b16cf0e011c9d03a1129754e555",
|
|
"grade": true,
|
|
"grade_id": "cell-6927b7d95cf333bb",
|
|
"locked": false,
|
|
"points": 2,
|
|
"schema_version": 3,
|
|
"solution": true,
|
|
"task": false
|
|
}
|
|
},
|
|
"source": [
|
|
"While the accuracy is lower and the loss higher than the basic model despite more time training, we can see from the plots that the training and validation loss and accuracy diverge much more slowly. This suggests the model is less susceptible to overfitting, so we are likely to get a better model with more training."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "4bc94e80",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "markdown",
|
|
"checksum": "efc719533371854eb0212f0e5c2b10ec",
|
|
"grade": false,
|
|
"grade_id": "cell-ce1c537bdeaf042b",
|
|
"locked": true,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"source": [
|
|
"_Why did we have to train the model for more epochs than the basic model?_"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "d81fb816",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"nbgrader": {
|
|
"cell_type": "markdown",
|
|
"checksum": "7532010e993a0c2cf68ea538cc1828cb",
|
|
"grade": true,
|
|
"grade_id": "cell-ed5fd1fcd6d7edae",
|
|
"locked": false,
|
|
"points": 1,
|
|
"schema_version": 3,
|
|
"solution": true,
|
|
"task": false
|
|
}
|
|
},
|
|
"source": [
|
|
"Each epoch has less training data to work from, so the model takes longer to learn class features with the same learning rate."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "d43af512",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "markdown",
|
|
"checksum": "0019529f078ddad35635d799818a93a4",
|
|
"grade": false,
|
|
"grade_id": "cell-6fe45193734a98f1",
|
|
"locked": true,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"source": [
|
|
"Now we evaluate our model on the test set using the functions you wrote before"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 35,
|
|
"id": "b5d2ea24",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "code",
|
|
"checksum": "a8a74e97055b77988de9ab2d2bbe584d",
|
|
"grade": false,
|
|
"grade_id": "cell-dbb41e724cc87ef4",
|
|
"locked": true,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\u001b[1m12/12\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 46ms/step \n",
|
|
"Average Recall: 0.685, Average Precision 0.682\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"test_targets_dropout = model_predict(model_dropout, x_test)\n",
|
|
"recall_dropout, precision_dropout = average_recall_precision(test_targets, test_targets_dropout) \n",
|
|
"plot_confusion_matrix(test_targets, test_targets_dropout, \"Dropout model\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 36,
|
|
"id": "dbae38a3",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "code",
|
|
"checksum": "1ff7f78be2332484fcb2a4f42c88024b",
|
|
"grade": true,
|
|
"grade_id": "cell-38adf79a9623097a",
|
|
"locked": true,
|
|
"points": 1,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"test_targets_dropout defined.\n",
|
|
"recall_dropout defined.\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"check_var_defined('test_targets_dropout')\n",
|
|
"check_var_defined('recall_dropout')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 37,
|
|
"id": "98f7bbc4",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "code",
|
|
"checksum": "ef2773bada37ac2e989c915fd1c202ac",
|
|
"grade": true,
|
|
"grade_id": "cell-893d3a09e7d217a5",
|
|
"locked": true,
|
|
"points": 1,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"test_targets_dropout defined.\n",
|
|
"precision_dropout defined.\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"check_var_defined('test_targets_dropout')\n",
|
|
"check_var_defined('precision_dropout')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "f1997b4c",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "markdown",
|
|
"checksum": "45af3ed742ffc985d3ae0d1bb0642ec9",
|
|
"grade": false,
|
|
"grade_id": "cell-ee9f450cfd4f28c1",
|
|
"locked": true,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"source": [
|
|
"_Comment on the precision and recall of the model as well as the predictions in the confusion matrix_"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "c67b7709",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"nbgrader": {
|
|
"cell_type": "markdown",
|
|
"checksum": "4fff78a473cf809da4746a10024bf93a",
|
|
"grade": true,
|
|
"grade_id": "cell-5e65073f0a33499f",
|
|
"locked": false,
|
|
"points": 1,
|
|
"schema_version": 3,
|
|
"solution": true,
|
|
"task": false
|
|
}
|
|
},
|
|
"source": [
|
|
"The model is more precise and has better recall than the previous model, as we can see by a lower proportion of misidentifications for example mistaking roses for tulips as before. However, the difference is not enormous - more training may yield better results."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "916a0268",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "markdown",
|
|
"checksum": "16a0f02889f362263892d78966b2cdf7",
|
|
"grade": false,
|
|
"grade_id": "cell-05958d87bacb98bb",
|
|
"locked": true,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"source": [
|
|
"# Part 4: Transfer learning\n",
|
|
"\n",
|
|
"In order to improve our model even further, we will make use of transfer learning. \n",
|
|
"\n",
|
|
"_Explain in your own words what tranfer learning means and why it would help in our particular case._"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "8beb5bd3",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"nbgrader": {
|
|
"cell_type": "markdown",
|
|
"checksum": "008803ee61ecba25492a7b6ab82d276c",
|
|
"grade": true,
|
|
"grade_id": "cell-308cc1a86688dfa3",
|
|
"locked": false,
|
|
"points": 2,
|
|
"schema_version": 3,
|
|
"solution": true,
|
|
"task": false
|
|
}
|
|
},
|
|
"source": [
|
|
"Transfer learning allows us to use a pre-trained model which saves time by using weights that have already been found and reduces overfitting as the model will be more general than our dataset. "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "7c876e43",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "markdown",
|
|
"checksum": "9738191e10f9792a81f9d65df11ab118",
|
|
"grade": false,
|
|
"grade_id": "cell-471888928c62b0bd",
|
|
"locked": true,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
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}
|
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},
|
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"source": [
|
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"Below you can see how we load in a pre-trained MobileNet that is trained on the ImageNet datastet. By not including the top part of the network we get only the convolutional layers and can add our own dense layers after that. We set all the layers of the MobileNet as not trainable, since this would be computationally expensive to do and we also want to avoid overfitting. Instead we will only be training the dense part. "
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]
|
|
},
|
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{
|
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"cell_type": "code",
|
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"execution_count": 38,
|
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"id": "152fe58b",
|
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"metadata": {
|
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"deletable": false,
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"editable": false,
|
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"nbgrader": {
|
|
"cell_type": "code",
|
|
"checksum": "f6cb7992b095564ec69734777844f1f2",
|
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"grade": false,
|
|
"grade_id": "cell-cb1e989dcd98ff48",
|
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"locked": true,
|
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"schema_version": 3,
|
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"solution": false,
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"task": false
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}
|
|
},
|
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"outputs": [
|
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{
|
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"name": "stdout",
|
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"output_type": "stream",
|
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"text": [
|
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"Output shape of the MobileNet: (None, 7, 7, 1024)\n"
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]
|
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}
|
|
],
|
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"source": [
|
|
"mobilenet = tf.keras.applications.mobilenet.MobileNet(\n",
|
|
" input_shape=(224, 224, 3),\n",
|
|
" include_top=False, \n",
|
|
" weights='imagenet'\n",
|
|
")\n",
|
|
"\n",
|
|
"for layer in mobilenet.layers:\n",
|
|
" layer.trainable = False\n",
|
|
"\n",
|
|
"print(\"Output shape of the MobileNet: \", mobilenet.output_shape)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "864f49e7",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "markdown",
|
|
"checksum": "c8249bc8280f0c194b5224a4898b45d0",
|
|
"grade": false,
|
|
"grade_id": "cell-40d065f39b3e5f02",
|
|
"locked": true,
|
|
"schema_version": 3,
|
|
"solution": false,
|
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"task": false
|
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}
|
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},
|
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"source": [
|
|
"_Use a sequential model and add the MobileNet, followed by a MaxPool2D layer, and then the dense part of the network which you can use the same as we have used in the previous models. Store the model in the variable `model_mobilenet`. Compile the model using the same metrics, loss and optimiser as before._"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 39,
|
|
"id": "6427f088",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"nbgrader": {
|
|
"cell_type": "code",
|
|
"checksum": "8fbbe772986c6b73371072f2bdaa32f3",
|
|
"grade": true,
|
|
"grade_id": "cell-0e5534072707a1a9",
|
|
"locked": false,
|
|
"points": 3,
|
|
"schema_version": 3,
|
|
"solution": true,
|
|
"task": false
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"tf.keras.backend.clear_session()\n",
|
|
"tf.keras.utils.set_random_seed(387453)\n",
|
|
"\n",
|
|
"# YOUR CODE HERE\n",
|
|
"model_mobilenet = tf.keras.models.Sequential([\n",
|
|
" mobilenet,\n",
|
|
" tf.keras.layers.MaxPool2D(strides=(2,2)),\n",
|
|
" tf.keras.layers.Flatten(),\n",
|
|
" tf.keras.layers.Dense(32, activation=\"relu\"),\n",
|
|
" tf.keras.layers.Dropout(0.5),\n",
|
|
" tf.keras.layers.Dense(5, activation=\"softmax\")\n",
|
|
"])\n",
|
|
"\n",
|
|
"#raise NotImplementedError()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 40,
|
|
"id": "27b1a82a",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "code",
|
|
"checksum": "3908bbc5d4a03396a323b818481eff71",
|
|
"grade": true,
|
|
"grade_id": "cell-1901a93a5517baf3",
|
|
"locked": true,
|
|
"points": 0,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"model_mobilenet defined.\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"sequential\"</span>\n",
|
|
"</pre>\n"
|
|
],
|
|
"text/plain": [
|
|
"\u001b[1mModel: \"sequential\"\u001b[0m\n"
|
|
]
|
|
},
|
|
"metadata": {},
|
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"output_type": "display_data"
|
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},
|
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{
|
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"data": {
|
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"text/html": [
|
|
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
|
|
"┃<span style=\"font-weight: bold\"> Layer (type) </span>┃<span style=\"font-weight: bold\"> Output Shape </span>┃<span style=\"font-weight: bold\"> Param # </span>┃\n",
|
|
"┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
|
|
"│ mobilenet_1.00_224 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Functional</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">3,228,864</span> │\n",
|
|
"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
|
|
"│ max_pooling2d (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">3</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">3</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
|
|
"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
|
|
"│ flatten (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Flatten</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9216</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
|
|
"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
|
|
"│ dense (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">294,944</span> │\n",
|
|
"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
|
|
"│ dropout (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
|
|
"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
|
|
"│ dense_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">5</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">165</span> │\n",
|
|
"└─────────────────────────────────┴────────────────────────┴───────────────┘\n",
|
|
"</pre>\n"
|
|
],
|
|
"text/plain": [
|
|
"┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
|
|
"┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n",
|
|
"┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
|
|
"│ mobilenet_1.00_224 (\u001b[38;5;33mFunctional\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m1024\u001b[0m) │ \u001b[38;5;34m3,228,864\u001b[0m │\n",
|
|
"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
|
|
"│ max_pooling2d (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m3\u001b[0m, \u001b[38;5;34m3\u001b[0m, \u001b[38;5;34m1024\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
|
|
"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
|
|
"│ flatten (\u001b[38;5;33mFlatten\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9216\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
|
|
"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
|
|
"│ dense (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m294,944\u001b[0m │\n",
|
|
"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
|
|
"│ dropout (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
|
|
"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
|
|
"│ dense_1 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m) │ \u001b[38;5;34m165\u001b[0m │\n",
|
|
"└─────────────────────────────────┴────────────────────────┴───────────────┘\n"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">3,523,973</span> (13.44 MB)\n",
|
|
"</pre>\n"
|
|
],
|
|
"text/plain": [
|
|
"\u001b[1m Total params: \u001b[0m\u001b[38;5;34m3,523,973\u001b[0m (13.44 MB)\n"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">295,109</span> (1.13 MB)\n",
|
|
"</pre>\n"
|
|
],
|
|
"text/plain": [
|
|
"\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m295,109\u001b[0m (1.13 MB)\n"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">3,228,864</span> (12.32 MB)\n",
|
|
"</pre>\n"
|
|
],
|
|
"text/plain": [
|
|
"\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m3,228,864\u001b[0m (12.32 MB)\n"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"check_var_defined('model_mobilenet')\n",
|
|
"model_mobilenet.summary()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "32486ee9",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "markdown",
|
|
"checksum": "74a789206fadd2fe414bb72553f5cd94",
|
|
"grade": false,
|
|
"grade_id": "cell-f779ec7bb8b27b20",
|
|
"locked": true,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"source": [
|
|
"*Train the model in the same way as before, for 10 epochs.*"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 41,
|
|
"id": "b06557e3",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"nbgrader": {
|
|
"cell_type": "code",
|
|
"checksum": "b5a02272f53a882dc78ea8dfc863738f",
|
|
"grade": true,
|
|
"grade_id": "cell-aacaa24fc5614424",
|
|
"locked": false,
|
|
"points": 1,
|
|
"schema_version": 3,
|
|
"solution": true,
|
|
"task": false
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Epoch 1/10\n",
|
|
"\u001b[1m92/92\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m41s\u001b[0m 429ms/step - categorical_accuracy: 0.2296 - loss: 2.5558 - val_categorical_accuracy: 0.4741 - val_loss: 1.2791\n",
|
|
"Epoch 2/10\n",
|
|
"\u001b[1m92/92\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m38s\u001b[0m 418ms/step - categorical_accuracy: 0.4566 - loss: 1.2256 - val_categorical_accuracy: 0.7193 - val_loss: 0.8473\n",
|
|
"Epoch 3/10\n",
|
|
"\u001b[1m92/92\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m39s\u001b[0m 419ms/step - categorical_accuracy: 0.6146 - loss: 0.9444 - val_categorical_accuracy: 0.7956 - val_loss: 0.6352\n",
|
|
"Epoch 4/10\n",
|
|
"\u001b[1m92/92\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m43s\u001b[0m 462ms/step - categorical_accuracy: 0.6761 - loss: 0.7756 - val_categorical_accuracy: 0.8501 - val_loss: 0.5471\n",
|
|
"Epoch 5/10\n",
|
|
"\u001b[1m92/92\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m41s\u001b[0m 444ms/step - categorical_accuracy: 0.7207 - loss: 0.6936 - val_categorical_accuracy: 0.8365 - val_loss: 0.4774\n",
|
|
"Epoch 6/10\n",
|
|
"\u001b[1m92/92\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m39s\u001b[0m 420ms/step - categorical_accuracy: 0.7470 - loss: 0.6032 - val_categorical_accuracy: 0.8638 - val_loss: 0.4606\n",
|
|
"Epoch 7/10\n",
|
|
"\u001b[1m92/92\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m38s\u001b[0m 417ms/step - categorical_accuracy: 0.7697 - loss: 0.5277 - val_categorical_accuracy: 0.8665 - val_loss: 0.4382\n",
|
|
"Epoch 8/10\n",
|
|
"\u001b[1m92/92\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m40s\u001b[0m 431ms/step - categorical_accuracy: 0.7939 - loss: 0.4792 - val_categorical_accuracy: 0.8828 - val_loss: 0.4102\n",
|
|
"Epoch 9/10\n",
|
|
"\u001b[1m92/92\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m41s\u001b[0m 448ms/step - categorical_accuracy: 0.7955 - loss: 0.4710 - val_categorical_accuracy: 0.8747 - val_loss: 0.3781\n",
|
|
"Epoch 10/10\n",
|
|
"\u001b[1m92/92\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m40s\u001b[0m 438ms/step - categorical_accuracy: 0.7994 - loss: 0.4482 - val_categorical_accuracy: 0.8747 - val_loss: 0.3842\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"tf.keras.utils.set_random_seed(9673)\n",
|
|
"# YOUR CODE HERE\n",
|
|
"model_mobilenet.compile(loss=\"categorical_crossentropy\",\n",
|
|
" optimizer=tf.keras.optimizers.Adam(learning_rate=1e-4),\n",
|
|
" metrics=[tf.keras.metrics.CategoricalAccuracy()])\n",
|
|
"\n",
|
|
"history_mobilenet = model_mobilenet.fit(x_train, y_train, epochs=10,\n",
|
|
" validation_data=(x_val, y_val),\n",
|
|
" batch_size=32)\n",
|
|
"#raise NotImplementedError()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 42,
|
|
"id": "6268f779",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "code",
|
|
"checksum": "ca257ea8df19cb9c0c69b5791331d558",
|
|
"grade": true,
|
|
"grade_id": "cell-0afec72710b80268",
|
|
"locked": true,
|
|
"points": 0,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"history_mobilenet defined.\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"check_var_defined('history_mobilenet')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 43,
|
|
"id": "6cbcc8b8",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "code",
|
|
"checksum": "fbb6ea9e46c5fb28ddabec590a316660",
|
|
"grade": false,
|
|
"grade_id": "cell-d159d268c6e2d3b7",
|
|
"locked": true,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
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"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plot_metrics(history_mobilenet)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 44,
|
|
"id": "fd842596",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "code",
|
|
"checksum": "0496a72dd46f2c72d22da989a15c2476",
|
|
"grade": false,
|
|
"grade_id": "cell-d87a64b79f1549a7",
|
|
"locked": true,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\u001b[1m12/12\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 414ms/step\n",
|
|
"Average Recall: 0.885, Average Precision 0.881\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"test_targets_mobilenet = model_predict(model_mobilenet, x_test)\n",
|
|
"recall_mobilenet, precision_mobilenet = average_recall_precision(test_targets, test_targets_mobilenet) \n",
|
|
"plot_confusion_matrix(test_targets, test_targets_mobilenet, \"Mobilenet model\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 45,
|
|
"id": "e2342a8b",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "code",
|
|
"checksum": "42cb5f8e28e56b7043c36d5df75d2983",
|
|
"grade": true,
|
|
"grade_id": "cell-40f99ea46ff86e1b",
|
|
"locked": true,
|
|
"points": 1,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"test_targets_mobilenet defined.\n",
|
|
"recall_mobilenet defined.\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"check_var_defined('test_targets_mobilenet')\n",
|
|
"check_var_defined('recall_mobilenet')\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 46,
|
|
"id": "2bb96e04",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "code",
|
|
"checksum": "d14981d8b3ee887ec733ccdf2a5c4087",
|
|
"grade": true,
|
|
"grade_id": "cell-9cf521b9f236b452",
|
|
"locked": true,
|
|
"points": 1,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"precision_mobilenet defined.\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"check_var_defined('precision_mobilenet')\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "59328ebf",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "markdown",
|
|
"checksum": "5c1cb00105466e9970116015677dc3c1",
|
|
"grade": false,
|
|
"grade_id": "cell-8ef0296961e07f6f",
|
|
"locked": true,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"source": [
|
|
"_Comment on the results from the transfer-learned model and why the results differ to the case considered previously without transfer learning._"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "81595522",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"nbgrader": {
|
|
"cell_type": "markdown",
|
|
"checksum": "61f54494e95241953588077a482d2287",
|
|
"grade": true,
|
|
"grade_id": "cell-d7f4cdf7f9265a07",
|
|
"locked": false,
|
|
"points": 2,
|
|
"schema_version": 3,
|
|
"solution": true,
|
|
"task": false
|
|
}
|
|
},
|
|
"source": [
|
|
"The initial accuracy started lower and the loss higher than with the other models. However, the transfer model was able to learn much more quickly and overtook the other models within a few generations. The average precision and recall are significantly better, and it can be seen from the confusion matrix that there was a much lower proportion of misclassification, with the model being very good at positive classification."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "765888af",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "markdown",
|
|
"checksum": "4e1abcc1a230cf42061638a716dde7e9",
|
|
"grade": false,
|
|
"grade_id": "cell-0f6125b686f4ee8e",
|
|
"locked": true,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"source": [
|
|
"_Suggest some ways the model could be improved further._"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "835f9579",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"nbgrader": {
|
|
"cell_type": "markdown",
|
|
"checksum": "29e376668ed2a5736535480ca1085599",
|
|
"grade": true,
|
|
"grade_id": "cell-316415b7bac4ae5f",
|
|
"locked": false,
|
|
"points": 2,
|
|
"schema_version": 3,
|
|
"solution": true,
|
|
"task": false
|
|
}
|
|
},
|
|
"source": [
|
|
"As always, more training data and more tranining time would improve the results. Learning reate scheduling to reduce the learning rate during training could allow for faster convergence of the model. Different optimisation functions from Adam could also improve results. A deeper model architecture could allow for more nuanced features to be learned."
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3 (ipykernel)",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.11.11"
|
|
}
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},
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"nbformat": 4,
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"nbformat_minor": 5
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}
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