Skip to content

Instantly share code, notes, and snippets.

@masterdesky
Created November 17, 2021 11:22
Show Gist options
  • Save masterdesky/05e19a1f45b8002fcf2592893dfbc503 to your computer and use it in GitHub Desktop.
Save masterdesky/05e19a1f45b8002fcf2592893dfbc503 to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"id": "f37c43e3-b4ca-4db7-84e0-cd6cc9668db0",
"metadata": {
"tags": []
},
"source": [
"# 10. Convolutional neural networks\n",
"\n",
"In this assignment you'll use a photo-Z dataset acquired from the observations of the SDSS telescope located in New Mexico. The goal is to predict redshifts from multiband images of galaxies. As a warmup you'll work with the SVHN dataset.\n",
"\n",
"**<font color='red'>[WARN]:</font> For this assignment you'll need significantly more computational power compared to previous assignments! If you don't have a CUDA-capable GPU with >4Gb VRAM and >8Gb RAM, then you're advised to work on Google Colab!**"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "6bc323a7-541a-4e3a-85f2-0a5f0ff71083",
"metadata": {
"execution": {
"iopub.execute_input": "2021-11-15T17:38:50.554106Z",
"iopub.status.busy": "2021-11-15T17:38:50.554106Z",
"iopub.status.idle": "2021-11-15T17:38:55.117950Z",
"shell.execute_reply": "2021-11-15T17:38:55.117950Z",
"shell.execute_reply.started": "2021-11-15T17:38:50.554106Z"
},
"tags": []
},
"outputs": [],
"source": [
"import os\n",
"import natsort\n",
"import numpy as np\n",
"import pandas as pd\n",
"\n",
"import cv2\n",
"import seaborn as sns\n",
"import matplotlib.cm as cm\n",
"import matplotlib.pyplot as plt\n",
"\n",
"import tensorflow as tf\n",
"from tensorflow.keras import layers as kl\n",
"from tensorflow.keras import models as km\n",
"from tensorflow.keras import backend as K\n",
"from tensorflow.keras import callbacks as kc\n",
"from tensorflow.keras import optimizers as ko\n",
"from tensorflow.keras import regularizers as kr\n",
"\n",
"from sklearn.preprocessing import label_binarize\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.metrics import r2_score, confusion_matrix"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "1e5a5b9e-9484-4200-ac26-e9bb5abf4c41",
"metadata": {
"execution": {
"iopub.execute_input": "2021-11-15T17:38:55.118947Z",
"iopub.status.busy": "2021-11-15T17:38:55.118947Z",
"iopub.status.idle": "2021-11-15T17:38:55.180782Z",
"shell.execute_reply": "2021-11-15T17:38:55.180782Z",
"shell.execute_reply.started": "2021-11-15T17:38:55.118947Z"
},
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"[PhysicalDevice(name='/physical_device:GPU:0', device_type='GPU')]"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tf.config.list_physical_devices('GPU')"
]
},
{
"cell_type": "markdown",
"id": "8513323a-fed8-4743-964e-9adb41b3dd2f",
"metadata": {
"tags": []
},
"source": [
"### 1. Load the Street View House Numbers (SVHN) dataset\n",
"\n",
"- Download the SVHN database and load the train and test datasets!\n",
" There are multiple ways to do this. The easiest one is probably to install\n",
" and use the `extra-keras-datasets` Python package. You need to use the\n",
" standard/normal SVHN dataset only and NOT the one titled as `extra`!\n",
" (Of course, if you have enough RAM and VRAM, you can work with that one\n",
" too, if you want...)\n",
"- Preprocess the downloaded data if needed to be able to use it for training\n",
" and testing!\n",
"- Normalize the pixel values into the interval of [0,1]!\n",
"- How many and what classes do we have in the dataset? How many train and test\n",
" examples do we have?\n",
"- What are the dimensions of the images?\n",
"- Show some images randomly from the dataset!\n",
"- Make one-hot encoding for the labels!"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "3b956e0d-533d-42db-8697-b8c319460980",
"metadata": {
"execution": {
"iopub.execute_input": "2021-11-15T17:38:55.182777Z",
"iopub.status.busy": "2021-11-15T17:38:55.181780Z",
"iopub.status.idle": "2021-11-15T17:38:55.196739Z",
"shell.execute_reply": "2021-11-15T17:38:55.196739Z",
"shell.execute_reply.started": "2021-11-15T17:38:55.182777Z"
}
},
"outputs": [],
"source": [
"#!pip install extra-keras-datasets"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "bab6ff1f-ec48-47e9-8324-4ce73b186bcb",
"metadata": {
"execution": {
"iopub.execute_input": "2021-11-15T17:38:55.199731Z",
"iopub.status.busy": "2021-11-15T17:38:55.198734Z",
"iopub.status.idle": "2021-11-15T17:38:55.259571Z",
"shell.execute_reply": "2021-11-15T17:38:55.259571Z",
"shell.execute_reply.started": "2021-11-15T17:38:55.199731Z"
}
},
"outputs": [],
"source": [
"from extra_keras_datasets import svhn"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "7ac62000-2c02-4fc2-accf-6b929e8d0470",
"metadata": {
"execution": {
"iopub.execute_input": "2021-11-15T17:38:55.261566Z",
"iopub.status.busy": "2021-11-15T17:38:55.260569Z",
"iopub.status.idle": "2021-11-15T17:38:57.371951Z",
"shell.execute_reply": "2021-11-15T17:38:57.371951Z",
"shell.execute_reply.started": "2021-11-15T17:38:55.260569Z"
},
"tags": []
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"INFO:root:Loading dataset = svhn\n",
"WARNING:root:Please cite the following paper when using or referencing this Extra Keras Dataset:\n",
"WARNING:root:Yuval Netzer, Tao Wang, Adam Coates, Alessandro Bissacco, Bo Wu, Andrew Y. Ng Reading Digits in Natural Images with Unsupervised Feature Learning NIPS Workshop on Deep Learning and Unsupervised Feature Learning 2011. Retrieved from http://ufldl.stanford.edu/housenumbers/nips2011_housenumbers.pdf\n",
"WARNING:root:Noncommercial use is allowed only: see the SVHN website for more information.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"(73257, 32, 32, 3)\n",
"(26032, 32, 32, 3)\n"
]
}
],
"source": [
"(X_train, y_train), (X_test, y_test) = svhn.load_data(type='normal')\n",
"\n",
"# Check the shape of the data\n",
"print(X_train.shape)\n",
"print(X_test.shape)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "6571acfb-60ef-4630-9ef7-b78b707244c0",
"metadata": {
"execution": {
"iopub.execute_input": "2021-11-15T17:38:57.373917Z",
"iopub.status.busy": "2021-11-15T17:38:57.373917Z",
"iopub.status.idle": "2021-11-15T17:38:58.180135Z",
"shell.execute_reply": "2021-11-15T17:38:58.179156Z",
"shell.execute_reply.started": "2021-11-15T17:38:57.373917Z"
},
"tags": []
},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1152x432 with 24 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"nrows = 3\n",
"ncols = 8\n",
"fig, axes = plt.subplots(nrows, ncols, figsize=(ncols*2, nrows*2),\n",
" facecolor='black', subplot_kw={'facecolor' : 'black'})\n",
"fig.subplots_adjust(hspace=0.5)\n",
"\n",
"rand_idx = np.random.randint(0, len(X_train), size=nrows*ncols)\n",
"images = X_train[rand_idx]\n",
"labels = y_train[rand_idx]\n",
"\n",
"for i, ax in enumerate(axes.reshape(-1)):\n",
" ax.imshow(images[i], cmap='Greys_r')\n",
" ax.set_title(f'Label : {labels[i]}', fontweight='bold',\n",
" color='white', pad=0)\n",
" ax.axis('off')\n",
" ax.grid(False)\n",
"\n",
"plt.suptitle('Fig. 1. Sample data along with their labels of the SVHN dataset.',\n",
" color='white', fontsize=20, y=0.05)\n",
" \n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "58e0987b-ce3e-45b0-93fe-fac4e9f8d2ce",
"metadata": {
"execution": {
"iopub.execute_input": "2021-11-15T17:38:58.181132Z",
"iopub.status.busy": "2021-11-15T17:38:58.181132Z",
"iopub.status.idle": "2021-11-15T17:38:58.196120Z",
"shell.execute_reply": "2021-11-15T17:38:58.195122Z",
"shell.execute_reply.started": "2021-11-15T17:38:58.181132Z"
},
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[ 1 2 3 4 5 6 7 8 9 10]\n",
"[ 1 2 3 4 5 6 7 8 9 10]\n"
]
}
],
"source": [
"print(np.unique(y_train))\n",
"print(np.unique(y_test))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "d7f0d8ba-a579-43f9-9ad9-143deb12e2ab",
"metadata": {
"execution": {
"iopub.execute_input": "2021-11-15T17:38:58.197122Z",
"iopub.status.busy": "2021-11-15T17:38:58.197122Z",
"iopub.status.idle": "2021-11-15T17:38:58.931203Z",
"shell.execute_reply": "2021-11-15T17:38:58.931203Z",
"shell.execute_reply.started": "2021-11-15T17:38:58.197122Z"
},
"tags": []
},
"outputs": [],
"source": [
"# Scale data\n",
"X_train = X_train / 255\n",
"X_test = X_test / 255\n",
"# Reshape data\n",
"X_train = X_train.reshape((-1, 32,32, 3))\n",
"X_test = X_test.reshape((-1, 32,32, 3))\n",
"# Convert labels to one-hot encoded arrays\n",
"y_train = label_binarize(y_train, classes=np.unique(y_train))\n",
"y_test = label_binarize(y_test, classes=np.unique(y_test))\n",
"\n",
"# Number of classes\n",
"n_classes = np.unique(y_train).size"
]
},
{
"cell_type": "markdown",
"id": "246d4244-ffc7-4f89-a7ad-a99870fd3513",
"metadata": {},
"source": [
"### 2. Create a convolutional neural network for the SVHN dataset\n",
"\n",
"- Train the following network on the training set and generate\n",
" prediction for the test images:\n",
" ```\n",
" > conv2D, 16 kernels, kernel size = (3,3), valid padding, relu actvation\n",
" > conv2D, 16 kernels, kernel size = (3,3), valid padding, relu actvation\n",
" > maxpooling kernel size = (2,2)\n",
" > conv2D, 32 kernels, kernel size = (3,3), valid padding, relu actvation\n",
" > conv2D, 32 kernels, kernel size = (3,3), valid padding, relu actvation\n",
" > maxpooling pool size = (2,2) strides = (2,2)\n",
" > flatten\n",
" > dense, 10 neurons, softmax activation\n",
" ```\n",
" - Use Adam optimizer with default parameters\n",
" - Use categorical crossentropy as loss function\n",
" - Compile the model\n",
" - Print out a summary of the model\n",
" - Train the CNN on the training data for 25 epochs with batch size\n",
" of 64\n",
" - Use the test data as validation data\n",
"\n",
"- Calculate the categorical cross-entropy loss and the accuracy!\n",
" **<font color='green'>[HINT]:</font>** you should get at least $\\approx$ 80-90%\n",
" accuracy.\n",
" \n",
"- Plot the training and the validation loss and accuracy on the same plot!\n",
" Do we experience overfitting?\n",
"\n",
"- Show the confusion matrix of the predictions!"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "660b1c19-47bb-49db-8d48-6e352348f909",
"metadata": {
"execution": {
"iopub.execute_input": "2021-11-15T17:38:58.933121Z",
"iopub.status.busy": "2021-11-15T17:38:58.933121Z",
"iopub.status.idle": "2021-11-15T17:38:58.948081Z",
"shell.execute_reply": "2021-11-15T17:38:58.947084Z",
"shell.execute_reply.started": "2021-11-15T17:38:58.933121Z"
},
"tags": []
},
"outputs": [],
"source": [
"def get_model(input_shape=(32,32), n_channels=3,\n",
" n_filters=32, kernel_size=(3,3),\n",
" strides=(2,2), pool_size=(2,2),\n",
" padding='valid', activation='relu',\n",
" n_classes=10):\n",
"\n",
" model = km.Sequential()\n",
" model.add(kl.Input(shape=(*input_shape, n_channels)))\n",
" model.add(kl.Conv2D(filters=n_filters,\n",
" kernel_size=kernel_size,\n",
" strides=(1,1),\n",
" padding=padding,\n",
" activation=activation))\n",
" model.add(kl.Conv2D(filters=n_filters,\n",
" kernel_size=kernel_size,\n",
" strides=(1,1),\n",
" padding=padding,\n",
" activation=activation))\n",
" model.add(kl.MaxPooling2D(pool_size=pool_size,\n",
" strides=strides))\n",
" model.add(kl.Conv2D(filters=n_filters,\n",
" kernel_size=kernel_size,\n",
" strides=(1,1),\n",
" padding=padding,\n",
" activation=activation))\n",
" model.add(kl.Conv2D(filters=n_filters,\n",
" kernel_size=kernel_size,\n",
" strides=(1,1),\n",
" padding=padding,\n",
" activation=activation))\n",
" model.add(kl.MaxPooling2D(pool_size=pool_size,\n",
" strides=strides))\n",
" model.add(kl.Flatten())\n",
" model.add(kl.Dense(units=n_classes,\n",
" activation='softmax',\n",
" name = f\"final_dense_n{n_classes}_ngpu{len(gpu.split(','))}\"))\n",
" \n",
" return model"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "2aa4a8f9-d5aa-450f-ba02-2c22dcf85065",
"metadata": {
"execution": {
"iopub.execute_input": "2021-11-15T17:38:58.950076Z",
"iopub.status.busy": "2021-11-15T17:38:58.949078Z",
"iopub.status.idle": "2021-11-15T17:38:59.763414Z",
"shell.execute_reply": "2021-11-15T17:38:59.763414Z",
"shell.execute_reply.started": "2021-11-15T17:38:58.950076Z"
},
"tags": []
},
"outputs": [],
"source": [
"gpu = '0'\n",
"GPU = [f\"GPU:{i}\" for i in gpu.split(',')]\n",
"\n",
"if len(gpu.split(',')) > 1:\n",
" strategy = tf.distribute.MirroredStrategy(GPU)\n",
"else:\n",
" strategy = tf.distribute.OneDeviceStrategy(GPU[0])\n",
"\n",
"with strategy.scope():\n",
" model = get_model(input_shape=(32,32), n_channels=3,\n",
" n_filters=32, kernel_size=(3,3),\n",
" strides=(2,2), pool_size=(2,2),\n",
" padding='valid', activation='relu',\n",
" n_classes=10)\n",
" model.compile( loss='categorical_crossentropy', optimizer='adam', metrics=['accuracy'] )"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "3c2147ee-11c0-428c-a724-9b5884106938",
"metadata": {
"execution": {
"iopub.execute_input": "2021-11-15T17:38:59.765413Z",
"iopub.status.busy": "2021-11-15T17:38:59.765413Z",
"iopub.status.idle": "2021-11-15T17:38:59.780372Z",
"shell.execute_reply": "2021-11-15T17:38:59.779375Z",
"shell.execute_reply.started": "2021-11-15T17:38:59.765413Z"
},
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Model: \"sequential\"\n",
"_________________________________________________________________\n",
" Layer (type) Output Shape Param # \n",
"=================================================================\n",
" conv2d (Conv2D) (None, 30, 30, 32) 896 \n",
" \n",
" conv2d_1 (Conv2D) (None, 28, 28, 32) 9248 \n",
" \n",
" max_pooling2d (MaxPooling2D (None, 14, 14, 32) 0 \n",
" ) \n",
" \n",
" conv2d_2 (Conv2D) (None, 12, 12, 32) 9248 \n",
" \n",
" conv2d_3 (Conv2D) (None, 10, 10, 32) 9248 \n",
" \n",
" max_pooling2d_1 (MaxPooling (None, 5, 5, 32) 0 \n",
" 2D) \n",
" \n",
" flatten (Flatten) (None, 800) 0 \n",
" \n",
" final_dense_n10_ngpu1 (Dens (None, 10) 8010 \n",
" e) \n",
" \n",
"=================================================================\n",
"Total params: 36,650\n",
"Trainable params: 36,650\n",
"Non-trainable params: 0\n",
"_________________________________________________________________\n"
]
}
],
"source": [
"model.summary()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "98dc5411-23b6-478d-894e-6ec9bed8607a",
"metadata": {
"execution": {
"iopub.execute_input": "2021-11-15T17:38:59.782367Z",
"iopub.status.busy": "2021-11-15T17:38:59.781370Z",
"iopub.status.idle": "2021-11-15T17:42:50.915529Z",
"shell.execute_reply": "2021-11-15T17:42:50.915529Z",
"shell.execute_reply.started": "2021-11-15T17:38:59.782367Z"
},
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch 1/25\n",
"1145/1145 [==============================] - 12s 9ms/step - loss: 1.0544 - accuracy: 0.6527 - val_loss: 0.7237 - val_accuracy: 0.7950\n",
"Epoch 2/25\n",
"1145/1145 [==============================] - 9s 8ms/step - loss: 0.4990 - accuracy: 0.8537 - val_loss: 0.6121 - val_accuracy: 0.8183\n",
"Epoch 3/25\n",
"1145/1145 [==============================] - 9s 8ms/step - loss: 0.4332 - accuracy: 0.8745 - val_loss: 0.4787 - val_accuracy: 0.8620\n",
"Epoch 4/25\n",
"1145/1145 [==============================] - 9s 8ms/step - loss: 0.3901 - accuracy: 0.8855 - val_loss: 0.4507 - val_accuracy: 0.8680\n",
"Epoch 5/25\n",
"1145/1145 [==============================] - 9s 8ms/step - loss: 0.3632 - accuracy: 0.8944 - val_loss: 0.4174 - val_accuracy: 0.8789\n",
"Epoch 6/25\n",
"1145/1145 [==============================] - 9s 8ms/step - loss: 0.3448 - accuracy: 0.8989 - val_loss: 0.4107 - val_accuracy: 0.8808\n",
"Epoch 7/25\n",
"1145/1145 [==============================] - 9s 8ms/step - loss: 0.3277 - accuracy: 0.9035 - val_loss: 0.4258 - val_accuracy: 0.8747\n",
"Epoch 8/25\n",
"1145/1145 [==============================] - 9s 8ms/step - loss: 0.3139 - accuracy: 0.9076 - val_loss: 0.3928 - val_accuracy: 0.8857\n",
"Epoch 9/25\n",
"1145/1145 [==============================] - 9s 8ms/step - loss: 0.3043 - accuracy: 0.9111 - val_loss: 0.4022 - val_accuracy: 0.8820\n",
"Epoch 10/25\n",
"1145/1145 [==============================] - 9s 8ms/step - loss: 0.2966 - accuracy: 0.9121 - val_loss: 0.3860 - val_accuracy: 0.8904\n",
"Epoch 11/25\n",
"1145/1145 [==============================] - 9s 8ms/step - loss: 0.2879 - accuracy: 0.9154 - val_loss: 0.3771 - val_accuracy: 0.8929\n",
"Epoch 12/25\n",
"1145/1145 [==============================] - 9s 8ms/step - loss: 0.2791 - accuracy: 0.9175 - val_loss: 0.3769 - val_accuracy: 0.8944\n",
"Epoch 13/25\n",
"1145/1145 [==============================] - 10s 9ms/step - loss: 0.2712 - accuracy: 0.9202 - val_loss: 0.3720 - val_accuracy: 0.8957\n",
"Epoch 14/25\n",
"1145/1145 [==============================] - 9s 8ms/step - loss: 0.2656 - accuracy: 0.9217 - val_loss: 0.3642 - val_accuracy: 0.8969\n",
"Epoch 15/25\n",
"1145/1145 [==============================] - 9s 8ms/step - loss: 0.2612 - accuracy: 0.9231 - val_loss: 0.3853 - val_accuracy: 0.8927\n",
"Epoch 16/25\n",
"1145/1145 [==============================] - 9s 8ms/step - loss: 0.2560 - accuracy: 0.9252 - val_loss: 0.3687 - val_accuracy: 0.8954\n",
"Epoch 17/25\n",
"1145/1145 [==============================] - 9s 8ms/step - loss: 0.2484 - accuracy: 0.9271 - val_loss: 0.3815 - val_accuracy: 0.8921\n",
"Epoch 18/25\n",
"1145/1145 [==============================] - 9s 8ms/step - loss: 0.2442 - accuracy: 0.9280 - val_loss: 0.3728 - val_accuracy: 0.8960\n",
"Epoch 19/25\n",
"1145/1145 [==============================] - 9s 8ms/step - loss: 0.2398 - accuracy: 0.9295 - val_loss: 0.4037 - val_accuracy: 0.8898\n",
"Epoch 20/25\n",
"1145/1145 [==============================] - 9s 8ms/step - loss: 0.2369 - accuracy: 0.9296 - val_loss: 0.3769 - val_accuracy: 0.8976\n",
"Epoch 21/25\n",
"1145/1145 [==============================] - 9s 8ms/step - loss: 0.2334 - accuracy: 0.9307 - val_loss: 0.3817 - val_accuracy: 0.8925\n",
"Epoch 22/25\n",
"1145/1145 [==============================] - 9s 8ms/step - loss: 0.2294 - accuracy: 0.9329 - val_loss: 0.3865 - val_accuracy: 0.8936\n",
"Epoch 23/25\n",
"1145/1145 [==============================] - 9s 8ms/step - loss: 0.2256 - accuracy: 0.9337 - val_loss: 0.3907 - val_accuracy: 0.8942\n",
"Epoch 24/25\n",
"1145/1145 [==============================] - 9s 8ms/step - loss: 0.2234 - accuracy: 0.9335 - val_loss: 0.3952 - val_accuracy: 0.8907\n",
"Epoch 25/25\n",
"1145/1145 [==============================] - 9s 8ms/step - loss: 0.2190 - accuracy: 0.9341 - val_loss: 0.3838 - val_accuracy: 0.8946\n"
]
}
],
"source": [
"epochs = 25\n",
"batch_size = 64\n",
"\n",
"# Fit the model\n",
"history = model.fit(X_train, y_train, validation_data=(X_test, y_test), \n",
" epochs=epochs, batch_size=batch_size)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "c73856e7-9f66-4efa-bb2c-12907129c074",
"metadata": {
"execution": {
"iopub.execute_input": "2021-11-15T17:42:50.919523Z",
"iopub.status.busy": "2021-11-15T17:42:50.918525Z",
"iopub.status.idle": "2021-11-15T17:42:51.102057Z",
"shell.execute_reply": "2021-11-15T17:42:51.102057Z",
"shell.execute_reply.started": "2021-11-15T17:42:50.919523Z"
},
"tags": []
},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 576x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# summarize history for accuracy\n",
"fig, ax = plt.subplots(1, 1, figsize=(8,8))\n",
"\n",
"x = np.arange(epochs)+1\n",
"ax.plot(x, history.history['loss'], label='Train loss',\n",
" color='tab:blue', lw=4, alpha=0.9)\n",
"ax.plot(x, history.history['val_loss'], label='Valid. loss',\n",
" color='tab:orange', lw=4, alpha=0.9)\n",
"ax.plot(x, history.history['accuracy'], label='Train accuracy',\n",
" color='tab:red', lw=4, alpha=0.9)\n",
"ax.plot(x, history.history['val_accuracy'], label='Valid. accuracy',\n",
" color='tab:green', lw=4, alpha=0.9)\n",
"\n",
"ax.set_ylabel('Score', fontsize=15, fontweight='bold')\n",
"ax.set_xlabel('Epoch', fontsize=15, fontweight='bold')\n",
"ax.tick_params(labelsize=14)\n",
"\n",
"ax.legend(loc='best', fontsize=14, ncol=2)\n",
"ax.grid(ls='--', color='0.7')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "e0886310-42cb-4b9d-b3ef-a7edea5e1062",
"metadata": {
"execution": {
"iopub.execute_input": "2021-11-15T17:42:51.103032Z",
"iopub.status.busy": "2021-11-15T17:42:51.103032Z",
"iopub.status.idle": "2021-11-15T17:42:56.869293Z",
"shell.execute_reply": "2021-11-15T17:42:56.868294Z",
"shell.execute_reply.started": "2021-11-15T17:42:51.103032Z"
},
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Accuracy: 89.46%\n"
]
}
],
"source": [
"y_pred = model.predict(X_test, verbose=0)\n",
"# Final evaluation of the model\n",
"scores = model.evaluate(X_test, y_test, verbose=0)\n",
"print(f\"Accuracy: {score[1]*100:.3f}%\")"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "4a26c31b-96a7-4038-b6a6-b0dd8c87463d",
"metadata": {
"execution": {
"iopub.execute_input": "2021-11-15T17:42:56.870290Z",
"iopub.status.busy": "2021-11-15T17:42:56.869293Z",
"iopub.status.idle": "2021-11-15T17:42:57.009997Z",
"shell.execute_reply": "2021-11-15T17:42:57.009072Z",
"shell.execute_reply.started": "2021-11-15T17:42:56.870290Z"
},
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"((26032,), (26032,))"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"y_test_labels = np.array( [ np.argmax(y_test[i]) for i in np.arange(y_test.shape[0]) ] )\n",
"y_pred_labels = np.array( [ np.argmax(y_pred[i]) for i in np.arange(y_pred.shape[0]) ] )\n",
"y_test_labels.shape, y_pred_labels.shape"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "fd152028-a1aa-466d-8305-191fe74ca35d",
"metadata": {
"execution": {
"iopub.execute_input": "2021-11-15T17:42:57.010994Z",
"iopub.status.busy": "2021-11-15T17:42:57.010994Z",
"iopub.status.idle": "2021-11-15T17:42:57.665241Z",
"shell.execute_reply": "2021-11-15T17:42:57.665241Z",
"shell.execute_reply.started": "2021-11-15T17:42:57.010994Z"
},
"tags": []
},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 720x576 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"matrix = confusion_matrix(y_test_labels, y_pred_labels, labels=np.arange(0, 10))\n",
"\n",
"fig, ax = plt.subplots(figsize=(10, 8))\n",
"\n",
"sns.heatmap(matrix, annot=True, cmap='Blues', fmt='d', ax=ax)\n",
"\n",
"ax.set_xlabel('Predicted label', fontsize=15, fontweight='bold')\n",
"ax.set_ylabel('True label', fontsize=15, fontweight='bold')\n",
"ax.tick_params(labelsize=14)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "8115b693-4613-483b-9756-64d47a734fa5",
"metadata": {
"tags": []
},
"source": [
"### 3. Load the Sload Digital Sky Survey (SDSS) Dataset\n",
"\n",
"You can download the dataset from Kaggle via\n",
"[this link](https://www.kaggle.com/masterdesky/multiband-photoz-sdss-dr16).\n",
"\n",
"- Download the images from Kaggle (~10'000 images total) \n",
"- Preprocess the images similarly to the SVHN dataset if needed! (Normalize\n",
" pixel values to [0,1], etc.)\n",
"- What are the dimensions of the images?\n",
"- Show 15 images randomly from the dataset!\n",
"- Create a train-test-validation split using `train_test_split` from `sklearn`\n",
" where the test size is $0.33$ and the validation size is $0.2$\n",
" - Set a random seed\n",
" - Print the number of images in each of these sets after you've created\n",
" them"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "1ff57d01-a760-486a-86d5-2261116e62b0",
"metadata": {
"execution": {
"iopub.execute_input": "2021-11-15T17:42:57.667237Z",
"iopub.status.busy": "2021-11-15T17:42:57.666240Z",
"iopub.status.idle": "2021-11-15T17:43:12.910084Z",
"shell.execute_reply": "2021-11-15T17:43:12.910084Z",
"shell.execute_reply.started": "2021-11-15T17:42:57.667237Z"
},
"tags": []
},
"outputs": [],
"source": [
"X = []\n",
"Z = []\n",
"\n",
"for f in natsort.os_sorted(os.listdir('data/SDSS/cutouts/')):\n",
" X.append(plt.imread(os.path.join('data/SDSS/cutouts/', f))[:,:,:3])\n",
" Z.append(float(f.split('z')[-1][:-4]))\n",
"\n",
"X = np.array(X)\n",
"Z = np.array(Z)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "3210b890-55cf-4bec-90c9-a44fb71ce5ec",
"metadata": {
"execution": {
"iopub.execute_input": "2021-11-15T17:43:12.912081Z",
"iopub.status.busy": "2021-11-15T17:43:12.911096Z",
"iopub.status.idle": "2021-11-15T17:43:13.966262Z",
"shell.execute_reply": "2021-11-15T17:43:13.966262Z",
"shell.execute_reply.started": "2021-11-15T17:43:12.912081Z"
},
"tags": []
},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1152x432 with 24 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"nrows = 3\n",
"ncols = 8\n",
"fig, axes = plt.subplots(nrows, ncols, figsize=(ncols*2, nrows*2),\n",
" facecolor='black', subplot_kw={'facecolor' : 'black'})\n",
"fig.subplots_adjust(hspace=0.5)\n",
"\n",
"rand_idx = np.random.randint(0, len(X), size=nrows*ncols)\n",
"images = X[rand_idx]\n",
"labels = Z[rand_idx]\n",
"\n",
"for i, ax in enumerate(axes.flat):\n",
" ax.imshow(images[i], cmap='Greys_r')\n",
" ax.set_title(f'z : {labels[i]}', fontweight='bold',\n",
" color='white', pad=0)\n",
" ax.axis('off')\n",
" ax.grid(False)\n",
"\n",
"plt.suptitle('Fig. 4. Sample data along with their labels of the SDSS dataset.',\n",
" color='white', fontsize=20, y=0.05)\n",
" \n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "2ab490a2-29ae-4fc6-96b6-7b635c0fbe65",
"metadata": {
"execution": {
"iopub.execute_input": "2021-11-15T17:43:13.968257Z",
"iopub.status.busy": "2021-11-15T17:43:13.967260Z",
"iopub.status.idle": "2021-11-15T17:43:14.549706Z",
"shell.execute_reply": "2021-11-15T17:43:14.548729Z",
"shell.execute_reply.started": "2021-11-15T17:43:13.967260Z"
},
"tags": []
},
"outputs": [],
"source": [
"test_size = 0.33\n",
"valid_size = 0.2\n",
"X_train, X_test, y_train, y_test = train_test_split(X, Z,\n",
" test_size=test_size, random_state=57)\n",
"X_train, X_valid, y_train, y_valid = train_test_split(X_train, y_train,\n",
" test_size=valid_size/(1-test_size), random_state=57)"
]
},
{
"cell_type": "markdown",
"id": "ddd789ae-e850-4b34-a924-265e309a1630",
"metadata": {
"tags": []
},
"source": [
"### 4. Create a convolutional neural network for the SDSS dataset\n",
"\n",
"- Train the following network on the training set and generate\n",
" prediction for the test images:\n",
" ```\n",
" > conv2D, 32 kernels, kernel size = (3,3), same padding\n",
" > batch normalization\n",
" > relu actvation\n",
" > conv2D, 32 kernels, kernel size = (3,3), same padding\n",
" > batch normalization\n",
" > relu actvation\n",
" > maxpooling pool size = (2,2), strides = (2,2)\n",
" \n",
" > conv2D, 64 kernels, kernel size = (3,3), same padding\n",
" > batch normalization\n",
" > relu actvation\n",
" > conv2D, 64 kernels, kernel size = (1,1), same padding\n",
" > batch normalization\n",
" > relu actvation\n",
" > conv2D, 64 kernels, kernel size = (3,3), same padding\n",
" > batch normalization\n",
" > relu actvation\n",
" > maxpooling pool size = (2,2), strides = (2,2)\n",
" \n",
" > global pooling\n",
" > dense, 1 neuron, no activation\n",
" ```\n",
" - Use Adam optimizer with default parameters\n",
" - Use mean squared error as loss function\n",
" - Compile the model\n",
" - Print out a summary of the model\n",
" - Use the created validation set as validation during the training\n",
" - Train the CNN on the training data for 20 epochs with batch size\n",
" of 64\n",
"\n",
"- Calculate and print out the final accuracy using the R2 score!"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "135a8d0c-5d83-4bd5-9f08-e2f117b87e9d",
"metadata": {
"execution": {
"iopub.execute_input": "2021-11-15T17:43:14.550705Z",
"iopub.status.busy": "2021-11-15T17:43:14.550705Z",
"iopub.status.idle": "2021-11-15T17:43:14.565665Z",
"shell.execute_reply": "2021-11-15T17:43:14.564667Z",
"shell.execute_reply.started": "2021-11-15T17:43:14.550705Z"
},
"tags": []
},
"outputs": [],
"source": [
"def get_model(input_shape=(96,96), n_channels=3,\n",
" n_filters=32, kernel_size=(3,3),\n",
" strides=(2,2), pool_size=(2,2),\n",
" padding='same', activation='relu',\n",
" n_classes=1, gpu='0,1,2'):\n",
" \n",
" # Tensorflow placeholder for inputs\n",
" inputs = kl.Input(shape=(*input_shape, n_channels))\n",
"\n",
" #\n",
" # Convolutional block 1.\n",
" # 3x3CONVx32 -> ReLU -> 3x3CONVx32 -> ReLU -> MAXPOOLx2\n",
" #\n",
" x = kl.Conv2D(filters=n_filters, # 3x3CONVx32\n",
" kernel_size=kernel_size,\n",
" padding=padding)(inputs)\n",
" x = kl.Activation(activation)(kl.BatchNormalization()(x)) # ReLU\n",
"\n",
" x = kl.Conv2D(filters=n_filters, # 3x3CONVx32\n",
" kernel_size=kernel_size,\n",
" padding=padding)(x)\n",
" x = kl.Activation(activation)(kl.BatchNormalization()(x)) # ReLU\n",
"\n",
" x = kl.MaxPooling2D(strides=strides)(x) # MAXPOOLx2\n",
"\n",
"\n",
" #\n",
" # Convolutional block 2.\n",
" # 3x3CONVx64 -> ReLU -> 3x3CONVx64 -> ReLU -> MAXPOOLx2\n",
" #\n",
" x = kl.Conv2D(filters=2*n_filters, # 3x3CONVx64\n",
" kernel_size=kernel_size,\n",
" padding=padding)(x)\n",
" x = kl.Activation(activation)(kl.BatchNormalization()(x)) # ReLU\n",
"\n",
" x = kl.Conv2D(filters=n_filters, # 1x1CONVx64\n",
" kernel_size=(1,1),\n",
" padding=padding)(x)\n",
" x = kl.Activation(activation)(kl.BatchNormalization()(x)) # ReLU\n",
" \n",
" x = kl.Conv2D(filters=2*n_filters, # 3x3CONVx64\n",
" kernel_size=kernel_size,\n",
" padding=padding)(x)\n",
" x = kl.Activation(activation)(kl.BatchNormalization()(x)) # ReLU\n",
"\n",
" x = kl.MaxPooling2D(strides=strides)(x) # MAXPOOLx2\n",
"\n",
"\n",
" # End of convolution\n",
" x = kl.GlobalAveragePooling2D()(x) # AVGPOOL\n",
"\n",
" x = kl.Dense(units=n_classes,\n",
" name = f\"final_dense_n{n_classes}_ngpu{len(gpu.split(','))}\")(x)\n",
"\n",
" model = km.Model(inputs=inputs, outputs=x)\n",
" \n",
" return model"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "12043aa3-41a1-4bb5-b7ec-54f177c62077",
"metadata": {
"execution": {
"iopub.execute_input": "2021-11-15T17:43:14.566658Z",
"iopub.status.busy": "2021-11-15T17:43:14.566658Z",
"iopub.status.idle": "2021-11-15T17:43:14.693189Z",
"shell.execute_reply": "2021-11-15T17:43:14.692254Z",
"shell.execute_reply.started": "2021-11-15T17:43:14.566658Z"
},
"tags": []
},
"outputs": [],
"source": [
"gpu = '0'\n",
"GPU = [f\"GPU:{i}\" for i in gpu.split(',')]\n",
"\n",
"if len(gpu.split(',')) > 1:\n",
" strategy = tf.distribute.MirroredStrategy(GPU)\n",
"else:\n",
" strategy = tf.distribute.OneDeviceStrategy(GPU[0])\n",
"\n",
"with strategy.scope():\n",
" model = get_model(input_shape=(96,96), n_channels=3,\n",
" n_filters=32, kernel_size=(3,3),\n",
" strides=(2,2), pool_size=(2,2),\n",
" padding='same', activation='relu',\n",
" n_classes=1, gpu='0,1,2')\n",
" model.compile(loss='mean_squared_error', optimizer='adam')"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "0bb68d7f-e759-4da1-b3bf-44089247e6b9",
"metadata": {
"execution": {
"iopub.execute_input": "2021-11-15T17:43:14.694177Z",
"iopub.status.busy": "2021-11-15T17:43:14.694177Z",
"iopub.status.idle": "2021-11-15T17:43:14.708149Z",
"shell.execute_reply": "2021-11-15T17:43:14.708149Z",
"shell.execute_reply.started": "2021-11-15T17:43:14.694177Z"
},
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Model: \"model\"\n",
"_________________________________________________________________\n",
" Layer (type) Output Shape Param # \n",
"=================================================================\n",
" input_2 (InputLayer) [(None, 96, 96, 3)] 0 \n",
" \n",
" conv2d_4 (Conv2D) (None, 96, 96, 32) 896 \n",
" \n",
" batch_normalization (BatchN (None, 96, 96, 32) 128 \n",
" ormalization) \n",
" \n",
" activation (Activation) (None, 96, 96, 32) 0 \n",
" \n",
" conv2d_5 (Conv2D) (None, 96, 96, 32) 9248 \n",
" \n",
" batch_normalization_1 (Batc (None, 96, 96, 32) 128 \n",
" hNormalization) \n",
" \n",
" activation_1 (Activation) (None, 96, 96, 32) 0 \n",
" \n",
" max_pooling2d_2 (MaxPooling (None, 48, 48, 32) 0 \n",
" 2D) \n",
" \n",
" conv2d_6 (Conv2D) (None, 48, 48, 64) 18496 \n",
" \n",
" batch_normalization_2 (Batc (None, 48, 48, 64) 256 \n",
" hNormalization) \n",
" \n",
" activation_2 (Activation) (None, 48, 48, 64) 0 \n",
" \n",
" conv2d_7 (Conv2D) (None, 48, 48, 32) 2080 \n",
" \n",
" batch_normalization_3 (Batc (None, 48, 48, 32) 128 \n",
" hNormalization) \n",
" \n",
" activation_3 (Activation) (None, 48, 48, 32) 0 \n",
" \n",
" conv2d_8 (Conv2D) (None, 48, 48, 64) 18496 \n",
" \n",
" batch_normalization_4 (Batc (None, 48, 48, 64) 256 \n",
" hNormalization) \n",
" \n",
" activation_4 (Activation) (None, 48, 48, 64) 0 \n",
" \n",
" max_pooling2d_3 (MaxPooling (None, 24, 24, 64) 0 \n",
" 2D) \n",
" \n",
" global_average_pooling2d (G (None, 64) 0 \n",
" lobalAveragePooling2D) \n",
" \n",
" final_dense_n1_ngpu3 (Dense (None, 1) 65 \n",
" ) \n",
" \n",
"=================================================================\n",
"Total params: 50,177\n",
"Trainable params: 49,729\n",
"Non-trainable params: 448\n",
"_________________________________________________________________\n"
]
}
],
"source": [
"model.summary()"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "a3cb5f53-a434-4587-aec5-aa2baa539dcb",
"metadata": {
"execution": {
"iopub.execute_input": "2021-11-15T17:43:14.709136Z",
"iopub.status.busy": "2021-11-15T17:43:14.709136Z",
"iopub.status.idle": "2021-11-15T17:45:06.725382Z",
"shell.execute_reply": "2021-11-15T17:45:06.725382Z",
"shell.execute_reply.started": "2021-11-15T17:43:14.709136Z"
},
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch 1/20\n",
"73/73 [==============================] - 7s 83ms/step - loss: 0.0270 - val_loss: 0.1269\n",
"Epoch 2/20\n",
"73/73 [==============================] - 5s 74ms/step - loss: 0.0136 - val_loss: 0.0725\n",
"Epoch 3/20\n",
"73/73 [==============================] - 5s 74ms/step - loss: 0.0122 - val_loss: 0.0460\n",
"Epoch 4/20\n",
"73/73 [==============================] - 5s 74ms/step - loss: 0.0102 - val_loss: 0.0385\n",
"Epoch 5/20\n",
"73/73 [==============================] - 5s 74ms/step - loss: 0.0114 - val_loss: 0.0311\n",
"Epoch 6/20\n",
"73/73 [==============================] - 5s 74ms/step - loss: 0.0100 - val_loss: 0.0252\n",
"Epoch 7/20\n",
"73/73 [==============================] - 5s 74ms/step - loss: 0.0088 - val_loss: 0.0225\n",
"Epoch 8/20\n",
"73/73 [==============================] - 5s 74ms/step - loss: 0.0097 - val_loss: 0.0127\n",
"Epoch 9/20\n",
"73/73 [==============================] - 5s 74ms/step - loss: 0.0082 - val_loss: 0.0115\n",
"Epoch 10/20\n",
"73/73 [==============================] - 5s 74ms/step - loss: 0.0083 - val_loss: 0.0094\n",
"Epoch 11/20\n",
"73/73 [==============================] - 5s 74ms/step - loss: 0.0089 - val_loss: 0.0196\n",
"Epoch 12/20\n",
"73/73 [==============================] - 5s 74ms/step - loss: 0.0081 - val_loss: 0.0098\n",
"Epoch 13/20\n",
"73/73 [==============================] - 5s 74ms/step - loss: 0.0075 - val_loss: 0.0318\n",
"Epoch 14/20\n",
"73/73 [==============================] - 5s 75ms/step - loss: 0.0066 - val_loss: 0.0130\n",
"Epoch 15/20\n",
"73/73 [==============================] - 5s 75ms/step - loss: 0.0065 - val_loss: 0.0080\n",
"Epoch 16/20\n",
"73/73 [==============================] - 6s 81ms/step - loss: 0.0066 - val_loss: 0.0094\n",
"Epoch 17/20\n",
"73/73 [==============================] - 6s 81ms/step - loss: 0.0064 - val_loss: 0.0086\n",
"Epoch 18/20\n",
"73/73 [==============================] - 6s 78ms/step - loss: 0.0059 - val_loss: 0.0073\n",
"Epoch 19/20\n",
"73/73 [==============================] - 5s 75ms/step - loss: 0.0062 - val_loss: 0.0094\n",
"Epoch 20/20\n",
"73/73 [==============================] - 5s 75ms/step - loss: 0.0057 - val_loss: 0.0123\n"
]
}
],
"source": [
"epochs = 20\n",
"batch_size = 64\n",
"\n",
"# Fit the model\n",
"history = model.fit(x=X_train, y=y_train,\n",
" validation_data=(X_valid, y_valid), \n",
" epochs=epochs, batch_size=batch_size)"
]
},
{
"cell_type": "markdown",
"id": "59624d7a-4c3c-4181-ae83-bfca42305a1b",
"metadata": {},
"source": [
"### 5. Evaluate performance\n",
"\n",
"- Plot the training and the validation loss on the same plot!\n",
"- Show the predicted values vs the actual labels on a plot!\n",
"- Where does the model make mistakes? Try to plot the images corresponding to\n",
" some outlier values!"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "d3e610ee-ccda-4d2a-abc4-66f264c0bb2e",
"metadata": {
"execution": {
"iopub.execute_input": "2021-11-15T17:45:06.727405Z",
"iopub.status.busy": "2021-11-15T17:45:06.727405Z",
"iopub.status.idle": "2021-11-15T17:45:06.898501Z",
"shell.execute_reply": "2021-11-15T17:45:06.898501Z",
"shell.execute_reply.started": "2021-11-15T17:45:06.727405Z"
},
"tags": []
},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 576x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# summarize history for accuracy\n",
"fig, ax = plt.subplots(1, 1, figsize=(8,8))\n",
"\n",
"x = np.arange(epochs)+1\n",
"ax.plot(x, history.history['loss'], label='Train loss',\n",
" color='tab:blue', lw=4, alpha=0.9)\n",
"ax.plot(x, history.history['val_loss'], label='Valid. loss',\n",
" color='tab:orange', lw=4, alpha=0.9)\n",
"\n",
"ax.set_ylabel('Score', fontsize=15, fontweight='bold')\n",
"ax.set_xlabel('Epoch', fontsize=15, fontweight='bold')\n",
"ax.tick_params(labelsize=14)\n",
"\n",
"ax.legend(loc='upper right', fontsize=14, ncol=2)\n",
"ax.grid(ls='--', color='0.7')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "21ddc1fb-20d5-4834-bc1a-97a83995506b",
"metadata": {
"execution": {
"iopub.execute_input": "2021-11-15T17:45:06.900493Z",
"iopub.status.busy": "2021-11-15T17:45:06.899496Z",
"iopub.status.idle": "2021-11-15T17:45:08.602831Z",
"shell.execute_reply": "2021-11-15T17:45:08.601819Z",
"shell.execute_reply.started": "2021-11-15T17:45:06.900493Z"
},
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Accuracy: 70.312%\n"
]
}
],
"source": [
"y_pred = model.predict(X_test, verbose=0)\n",
"# Final evaluation of the model\n",
"score = r2_score(y_test, y_pred)\n",
"print(f\"Accuracy: {score*100:.3f}%\")"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "cfae80dc-a6a3-4961-bf03-8d047cf5443b",
"metadata": {
"execution": {
"iopub.execute_input": "2021-11-15T17:45:08.604814Z",
"iopub.status.busy": "2021-11-15T17:45:08.603816Z",
"iopub.status.idle": "2021-11-15T17:45:08.791338Z",
"shell.execute_reply": "2021-11-15T17:45:08.791338Z",
"shell.execute_reply.started": "2021-11-15T17:45:08.604814Z"
},
"tags": []
},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 576x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(8,8))\n",
"ax.set_aspect('equal')\n",
"\n",
"ax.scatter(y_test, y_pred,\n",
" fc='k', ec='none', lw=1, alpha=0.4,\n",
" s=6**2)\n",
"ax.plot([0,1],[0,1],\n",
" color='tab:red', lw=4, alpha=0.8)\n",
"\n",
"ax.set_xlim(0,1)\n",
"ax.set_ylim(0,1)\n",
"\n",
"ax.set_ylabel('True label', fontsize=15, fontweight='bold')\n",
"ax.set_xlabel('Predicted label', fontsize=15, fontweight='bold')\n",
"ax.tick_params(labelsize=14)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "8da2076f-b9c7-4438-9466-8332537c9f05",
"metadata": {},
"source": [
"### 6. Train an other CNN\n",
"\n",
"- The previous architecture can be further improved.\n",
"- Come up with an architecture that can achieve more than 80-85% accuracy on \n",
" the test set if the accuracy metric is the R2 score!\n",
" - You can use any tool for this task.\n",
" - Remember that there are different losses and optimizers, early stopping,\n",
" regularization, etc. that can be useful for you. You can find more about \n",
" these eg. in the\n",
" [tensorflow/keras documentation](https://www.tensorflow.org/api_docs/python/tf/all_symbols).\n",
" - Don't forget that you can add more layers to the model and train for\n",
" more epochs too... :)\n",
"- Print out the summary of this model!\n",
"- Plot the loss curves for this model too!"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "2b6893cb-32fd-4c1c-9e04-0b4abfbfe00e",
"metadata": {
"execution": {
"iopub.execute_input": "2021-11-15T17:45:08.793338Z",
"iopub.status.busy": "2021-11-15T17:45:08.793338Z",
"iopub.status.idle": "2021-11-15T17:45:08.823230Z",
"shell.execute_reply": "2021-11-15T17:45:08.822257Z",
"shell.execute_reply.started": "2021-11-15T17:45:08.793338Z"
},
"tags": []
},
"outputs": [],
"source": [
"def CNN(imsize, n_target, stride, kernelsize,\n",
" n_channels=1, num_of_filters=32,\n",
" padding='same', activation='relu', \n",
" reg=5e-5, gpu='0,1,2'):\n",
" \n",
" # Tensorflow placeholder for inputs\n",
" inputs = kl.Input(shape=(imsize, imsize, n_channels))\n",
"\n",
" #\n",
" # Convolutional block 1.\n",
" # 3x3CONVx32 -> ReLU -> 3x3CONVx32 -> ReLU -> MAXPOOLx2\n",
" #\n",
" x = kl.Conv2D(filters=num_of_filters, # 3x3CONVx32\n",
" kernel_size=(kernelsize, kernelsize),\n",
" padding=padding,\n",
" strides=(stride, stride),\n",
" kernel_regularizer=kr.l2(reg))(inputs)\n",
" x = kl.Activation(activation)(kl.BatchNormalization()(x)) # ReLU\n",
"\n",
" x = kl.Conv2D(filters=num_of_filters, # 3x3CONVx32\n",
" kernel_size=(kernelsize, kernelsize),\n",
" padding=padding,\n",
" strides=(stride, stride),\n",
" kernel_regularizer=kr.l2(reg))(x)\n",
" x = kl.Activation(activation)(kl.BatchNormalization()(x)) # ReLU\n",
"\n",
" x = kl.MaxPooling2D(strides=(2, 2))(x) # MAXPOOLx2\n",
"\n",
"\n",
" #\n",
" # Convolutional block 2.\n",
" # 3x3CONVx64 -> ReLU -> 3x3CONVx64 -> ReLU -> MAXPOOLx2\n",
" #\n",
" x = kl.Conv2D(filters=2*num_of_filters, # 3x3CONVx64\n",
" kernel_size=(kernelsize, kernelsize),\n",
" padding=padding,\n",
" strides=(stride, stride),\n",
" kernel_regularizer=kr.l2(reg))(x)\n",
" x = kl.Activation(activation)(kl.BatchNormalization()(x)) # ReLU\n",
"\n",
" x = kl.Conv2D(filters=2*num_of_filters, # 3x3CONVx64\n",
" kernel_size=(kernelsize, kernelsize),\n",
" padding=padding,\n",
" strides=(stride, stride),\n",
" kernel_regularizer=kr.l2(reg))(x)\n",
" x = kl.Activation(activation)(kl.BatchNormalization()(x)) # ReLU\n",
"\n",
" x = kl.MaxPooling2D(strides=(2, 2))(x) # MAXPOOLx2\n",
"\n",
"\n",
" #\n",
" # Convolutional block 3.\n",
" # 3x3CONVx128 -> ReLU -> 1x1CONVx64 -> ReLU -> 3x3CONVx128 -> ReLU -> MAXPOOLx2\n",
" #\n",
" x = kl.Conv2D(filters=4*num_of_filters, # 3x3CONVx128\n",
" kernel_size=(kernelsize, kernelsize),\n",
" padding=padding,\n",
" strides=(stride, stride),\n",
" kernel_regularizer=kr.l2(reg))(x)\n",
" x = kl.Activation(activation)(kl.BatchNormalization()(x)) # ReLU\n",
"\n",
" x = kl.Conv2D(filters=2*num_of_filters, # 1x1CONVx64\n",
" kernel_size=(1, 1),\n",
" padding=padding,\n",
" kernel_regularizer=kr.l2(reg))(x)\n",
" x = kl.Activation(activation)(kl.BatchNormalization()(x))\n",
"\n",
" x = kl.Conv2D(filters=4*num_of_filters, # 3x3CONVx128\n",
" kernel_size=(kernelsize, kernelsize),\n",
" padding=padding,\n",
" strides=(stride, stride),\n",
" kernel_regularizer=kr.l2(reg))(x)\n",
" x = kl.Activation(activation)(kl.BatchNormalization()(x)) # ReLU\n",
"\n",
" x = kl.MaxPooling2D(strides=(2, 2))(x) # MAXPOOLx2\n",
"\n",
"\n",
" #\n",
" # Convolutional block 4.\n",
" # 3x3CONVx256 -> ReLU -> 1x1CONVx128 -> ReLU -> 3x3CONVx256 -> ReLU -> MAXPOOLx2\n",
" #\n",
" x = kl.Conv2D(filters=8*num_of_filters, # 3x3CONVx256\n",
" kernel_size=(kernelsize, kernelsize),\n",
" padding=padding,\n",
" strides=(stride, stride),\n",
" kernel_regularizer=kr.l2(reg))(x)\n",
" x = kl.Activation(activation)(kl.BatchNormalization()(x)) # ReLU\n",
"\n",
" x = kl.Conv2D(filters=4*num_of_filters, # 1x1CONVx128\n",
" kernel_size=(1, 1),\n",
" padding=padding,\n",
" kernel_regularizer=kr.l2(reg))(x)\n",
" x = kl.Activation(activation)(kl.BatchNormalization()(x)) # ReLU\n",
"\n",
" x = kl.Conv2D(filters=8*num_of_filters, # 3x3CONVx256\n",
" kernel_size=(kernelsize, kernelsize),\n",
" padding=padding,\n",
" strides=(stride, stride),\n",
" kernel_regularizer=kr.l2(reg))(x)\n",
" x = kl.Activation(activation)(kl.BatchNormalization()(x)) # ReLU\n",
"\n",
" x = kl.MaxPooling2D(strides=(2, 2))(x) # MAXPOOLx2\n",
"\n",
"\n",
" #\n",
" # Convolutional block 5.\n",
" # 3x3CONVx512 -> ReLU -> 1x1CONVx256 -> ReLU -> 3x3CONVx512 -> ReLU -> AVGPOOL ||\n",
" #\n",
" x = kl.Conv2D(filters=16*num_of_filters, # 3x3CONVx512\n",
" kernel_size=(kernelsize, kernelsize),\n",
" padding=padding,\n",
" strides=(stride, stride),\n",
" kernel_regularizer=kr.l2(reg))(x)\n",
" x = kl.Activation(activation)(kl.BatchNormalization()(x)) # ReLU\n",
"\n",
" x = kl.Conv2D(filters=8*num_of_filters, # 1x1CONVx256\n",
" kernel_size=(1, 1),\n",
" padding=padding,\n",
" kernel_regularizer=kr.l2(reg))(x)\n",
" x = kl.Activation(activation)(kl.BatchNormalization
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment