From 7d73e9f9a4134c638e3ebdb7ab503460bb44dc53 Mon Sep 17 00:00:00 2001 From: honghanhh Date: Thu, 3 Dec 2020 01:15:51 +0100 Subject: [PATCH] update solution week 1 course 2 --- .../README.md | 80 +++ ...ercise_1_Cats_vs_Dogs_Question-FINAL.ipynb | 479 ++++++++++++++++++ .../img/w1_quizz1a.png | Bin 0 -> 74940 bytes .../img/w1_quizz1b.png | Bin 0 -> 55153 bytes .../img/w1_quizz1c.png | Bin 0 -> 117411 bytes 5 files changed, 559 insertions(+) create mode 100644 Course 2: Convolutional Neural Networks in Tensorflow/Week 1/Exercise_1_Cats_vs_Dogs_Question-FINAL.ipynb create mode 100644 Course 2: Convolutional Neural Networks in Tensorflow/img/w1_quizz1a.png create mode 100644 Course 2: Convolutional Neural Networks in Tensorflow/img/w1_quizz1b.png create mode 100644 Course 2: Convolutional Neural Networks in Tensorflow/img/w1_quizz1c.png diff --git a/Course 2: Convolutional Neural Networks in Tensorflow/README.md b/Course 2: Convolutional Neural Networks in Tensorflow/README.md index e69de29..cbe0dd4 100644 --- a/Course 2: Convolutional Neural Networks in Tensorflow/README.md +++ b/Course 2: Convolutional Neural Networks in Tensorflow/README.md @@ -0,0 +1,80 @@ +# Course 2: Convolutional Neural Networks in TensorFlow + +**_Course Link_**: [Convolutional Neural Networks in TensorFlow](https://www.coursera.org/learn/convolutional-neural-networks-tensorflow) + +## Achievement goal: + +

+ +

+ +## Solution + +### Week 1 + +- Quiz: +

+ +

+ +

+ +

+ +

+ +

+ +- [Programming assignment](). + +### Week 2 + +- Quiz: +

+ +

+ +

+ +

+ +

+ +

+ +- [Programming assignment](). + +### Week 3 + +- Quiz: +

+ +

+ +

+ +

+ +- [Programming assignment](). + +### Week 4 + +- Quiz: +

+ +

+ +

+ +

+ +

+ +

+ +- [Programming assignment](). + +## Contributors: + +- 🐮 [@honghanhh](https://github.com/honghanhh) +- 🐔 [@tiena2cva](https://github.com/tiena2cva) diff --git a/Course 2: Convolutional Neural Networks in Tensorflow/Week 1/Exercise_1_Cats_vs_Dogs_Question-FINAL.ipynb b/Course 2: Convolutional Neural Networks in Tensorflow/Week 1/Exercise_1_Cats_vs_Dogs_Question-FINAL.ipynb new file mode 100644 index 0000000..5963b5c --- /dev/null +++ b/Course 2: Convolutional Neural Networks in Tensorflow/Week 1/Exercise_1_Cats_vs_Dogs_Question-FINAL.ipynb @@ -0,0 +1,479 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "dn-6c02VmqiN" + }, + "outputs": [], + "source": [ + "# ATTENTION: Please do not alter any of the provided code in the exercise. Only add your own code where indicated\n", + "# ATTENTION: Please do not add or remove any cells in the exercise. The grader will check specific cells based on the cell position.\n", + "# ATTENTION: Please use the provided epoch values when training.\n", + "\n", + "# In this exercise you will train a CNN on the FULL Cats-v-dogs dataset\n", + "# This will require you doing a lot of data preprocessing because\n", + "# the dataset isn't split into training and validation for you\n", + "# This code block has all the required inputs\n", + "import os\n", + "import zipfile\n", + "import random\n", + "import tensorflow as tf\n", + "import shutil\n", + "from tensorflow.keras.optimizers import RMSprop\n", + "from tensorflow.keras.preprocessing.image import ImageDataGenerator\n", + "from tensorflow.keras.models import Sequential\n", + "from tensorflow.keras.layers import Flatten, Dense, Conv2D, MaxPooling2D\n", + "from tensorflow.keras.callbacks import Callback\n", + "from shutil import copyfile\n", + "from os import getcwd" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "3sd9dQWa23aj" + }, + "outputs": [], + "source": [ + "path_cats_and_dogs = f\"{getcwd()}/../tmp2/cats-and-dogs.zip\"\n", + "shutil.rmtree('/tmp')\n", + "\n", + "local_zip = path_cats_and_dogs\n", + "zip_ref = zipfile.ZipFile(local_zip, 'r')\n", + "zip_ref.extractall('/tmp')\n", + "zip_ref.close()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "gi3yD62a6X3S" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1500\n", + "1500\n" + ] + } + ], + "source": [ + "print(len(os.listdir('/tmp/PetImages/Cat/')))\n", + "print(len(os.listdir('/tmp/PetImages/Dog/')))\n", + "\n", + "# Expected Output:\n", + "# 1500\n", + "# 1500" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "F-QkLjxpmyK2" + }, + "outputs": [], + "source": [ + "# Use os.mkdir to create your directories\n", + "# You will need a directory for cats-v-dogs, and subdirectories for training\n", + "# and testing. These in turn will need subdirectories for 'cats' and 'dogs'\n", + "try:\n", + " #YOUR CODE GOES HERE\n", + " main_dir = \"/tmp/cats-v-dogs/\"\n", + " \n", + " train_dir = os.path.join(main_dir, \"training\")\n", + " test_dir = os.path.join(main_dir, \"testing\")\n", + " \n", + " cats_train = os.path.join(train_dir, \"cats\")\n", + " dogs_train = os.path.join(train_dir, \"dogs\")\n", + " \n", + " cats_test = os.path.join(test_dir, \"cats\")\n", + " dogs_test = os.path.join(test_dir, \"dogs\")\n", + " \n", + " os.mkdir(main_dir)\n", + " \n", + " os.mkdir(train_dir)\n", + " os.mkdir(test_dir)\n", + " \n", + " os.mkdir(cats_train)\n", + " os.mkdir(dogs_train)\n", + " \n", + " os.mkdir(cats_test)\n", + " os.mkdir(dogs_test)\n", + " \n", + "except OSError:\n", + " pass" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "zvSODo0f9LaU" + }, + "outputs": [], + "source": [ + "# Write a python function called split_data which takes\n", + "# a SOURCE directory containing the files\n", + "# a TRAINING directory that a portion of the files will be copied to\n", + "# a TESTING directory that a portion of the files will be copie to\n", + "# a SPLIT SIZE to determine the portion\n", + "# The files should also be randomized, so that the training set is a random\n", + "# X% of the files, and the test set is the remaining files\n", + "# SO, for example, if SOURCE is PetImages/Cat, and SPLIT SIZE is .9\n", + "# Then 90% of the images in PetImages/Cat will be copied to the TRAINING dir\n", + "# and 10% of the images will be copied to the TESTING dir\n", + "# Also -- All images should be checked, and if they have a zero file length,\n", + "# they will not be copied over\n", + "#\n", + "# os.listdir(DIRECTORY) gives you a listing of the contents of that directory\n", + "# os.path.getsize(PATH) gives you the size of the file\n", + "# copyfile(source, destination) copies a file from source to destination\n", + "# random.sample(list, len(list)) shuffles a list\n", + "def split_data(SOURCE, TRAINING, TESTING, SPLIT_SIZE):\n", + "# YOUR CODE STARTS HERE\n", + " data = os.listdir(SOURCE)\n", + " data = random.sample(data, len(data)) # shuffled\n", + " for count, file in enumerate(data):\n", + " if(count < SPLIT_SIZE * len(data)) and os.path.getsize(f\"{SOURCE}/{file}\")!=0:\n", + " copyfile(f\"{SOURCE}/{file}\", f\"{TRAINING}/{file}\")\n", + " elif (count >= SPLIT_SIZE * len(data)) and os.path.getsize(f\"{SOURCE}/{file}\")!=0:\n", + " copyfile(f\"{SOURCE}/{file}\", f\"{TESTING}/{file}\")\n", + "# YOUR CODE ENDS HERE\n", + "\n", + "\n", + "CAT_SOURCE_DIR = \"/tmp/PetImages/Cat/\"\n", + "TRAINING_CATS_DIR = \"/tmp/cats-v-dogs/training/cats/\"\n", + "TESTING_CATS_DIR = \"/tmp/cats-v-dogs/testing/cats/\"\n", + "DOG_SOURCE_DIR = \"/tmp/PetImages/Dog/\"\n", + "TRAINING_DOGS_DIR = \"/tmp/cats-v-dogs/training/dogs/\"\n", + "TESTING_DOGS_DIR = \"/tmp/cats-v-dogs/testing/dogs/\"\n", + "\n", + "split_size = .9\n", + "split_data(CAT_SOURCE_DIR, TRAINING_CATS_DIR, TESTING_CATS_DIR, split_size)\n", + "split_data(DOG_SOURCE_DIR, TRAINING_DOGS_DIR, TESTING_DOGS_DIR, split_size)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "luthalB76ufC" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1350\n", + "1350\n", + "150\n", + "150\n" + ] + } + ], + "source": [ + "print(len(os.listdir('/tmp/cats-v-dogs/training/cats/')))\n", + "print(len(os.listdir('/tmp/cats-v-dogs/training/dogs/')))\n", + "print(len(os.listdir('/tmp/cats-v-dogs/testing/cats/')))\n", + "print(len(os.listdir('/tmp/cats-v-dogs/testing/dogs/')))\n", + "\n", + "# Expected output:\n", + "# 1350\n", + "# 1350\n", + "# 150\n", + "# 150" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "-BQrav4anTmj" + }, + "outputs": [], + "source": [ + "# DEFINE A KERAS MODEL TO CLASSIFY CATS V DOGS\n", + "# USE AT LEAST 3 CONVOLUTION LAYERS\n", + "model = Sequential([\n", + " # Your Code Here\n", + " Conv2D(16, (3,3), activation = 'relu', input_shape = (150,150,3)),\n", + " MaxPooling2D(2,2),\n", + " Conv2D(32, (3,3), activation = 'relu'),\n", + " MaxPooling2D(2,2),\n", + " Conv2D(64, (3,3), activation = 'relu'),\n", + " MaxPooling2D(2,2),\n", + " Flatten(),\n", + " Dense(512, activation = 'relu'),\n", + " Dense(1, activation = 'sigmoid')\n", + " ])\n", + "\n", + "model.compile(optimizer=RMSprop(lr=0.001), loss='binary_crossentropy', metrics=['acc'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# NOTE:\n", + "\n", + "In the cell below you **MUST** use a batch size of 10 (`batch_size=10`) for the `train_generator` and the `validation_generator`. Using a batch size greater than 10 will exceed memory limits on the Coursera platform." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "mlNjoJ5D61N6" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Found 2700 images belonging to 2 classes.\n", + "Found 300 images belonging to 2 classes.\n" + ] + } + ], + "source": [ + "TRAINING_DIR = train_dir#YOUR CODE HERE\n", + "train_datagen = ImageDataGenerator(rescale = 1./255) #YOUR CODE HERE\n", + "\n", + "# NOTE: YOU MUST USE A BATCH SIZE OF 10 (batch_size=10) FOR THE \n", + "# TRAIN GENERATOR.\n", + "train_generator = train_datagen.flow_from_directory(\n", + " TRAINING_DIR,\n", + " target_size = (150, 150),\n", + " batch_size = 10,\n", + " class_mode = 'binary'\n", + " )#YOUR CODE HERE\n", + "\n", + "VALIDATION_DIR = test_dir #YOUR CODE HERE\n", + "validation_datagen = ImageDataGenerator(rescale = 1./255) #YOUR CODE HERE\n", + "\n", + "# NOTE: YOU MUST USE A BACTH SIZE OF 10 (batch_size=10) FOR THE \n", + "# VALIDATION GENERATOR.\n", + "validation_generator = validation_datagen.flow_from_directory(\n", + " VALIDATION_DIR,\n", + " target_size = (150, 150),\n", + " batch_size = 10,\n", + " class_mode = 'binary'\n", + " )#YOUR CODE HERE\n", + "\n", + "# Expected Output:\n", + "# Found 2700 images belonging to 2 classes.\n", + "# Found 300 images belonging to 2 classes." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "KyS4n53w7DxC" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/2\n", + "270/270 [==============================] - 35s 128ms/step - loss: 2.5938 - acc: 0.5444 - val_loss: 0.6945 - val_acc: 0.6100\n", + "Epoch 2/2\n", + "270/270 [==============================] - 30s 113ms/step - loss: 0.6117 - acc: 0.6752 - val_loss: 0.5583 - val_acc: 0.7167\n" + ] + } + ], + "source": [ + "history = model.fit_generator(train_generator,\n", + " epochs=2,\n", + " verbose=1,\n", + " validation_data=validation_generator)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "MWZrJN4-65RC" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Training and validation loss')" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# PLOT LOSS AND ACCURACY\n", + "%matplotlib inline\n", + "\n", + "import matplotlib.image as mpimg\n", + "import matplotlib.pyplot as plt\n", + "\n", + "#-----------------------------------------------------------\n", + "# Retrieve a list of list results on training and test data\n", + "# sets for each training epoch\n", + "#-----------------------------------------------------------\n", + "acc=history.history['acc']\n", + "val_acc=history.history['val_acc']\n", + "loss=history.history['loss']\n", + "val_loss=history.history['val_loss']\n", + "\n", + "epochs=range(len(acc)) # Get number of epochs\n", + "\n", + "#------------------------------------------------\n", + "# Plot training and validation accuracy per epoch\n", + "#------------------------------------------------\n", + "plt.plot(epochs, acc, 'r', \"Training Accuracy\")\n", + "plt.plot(epochs, val_acc, 'b', \"Validation Accuracy\")\n", + "plt.title('Training and validation accuracy')\n", + "plt.figure()\n", + "\n", + "#------------------------------------------------\n", + "# Plot training and validation loss per epoch\n", + "#------------------------------------------------\n", + "plt.plot(epochs, loss, 'r', \"Training Loss\")\n", + "plt.plot(epochs, val_loss, 'b', \"Validation Loss\")\n", + "\n", + "\n", + "plt.title('Training and validation loss')\n", + "\n", + "# Desired output. Charts with training and validation metrics. No crash :)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Submission Instructions" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Now click the 'Submit Assignment' button above." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# When you're done or would like to take a break, please run the two cells below to save your work and close the Notebook. This will free up resources for your fellow learners. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "%%javascript\n", + "\n", + "IPython.notebook.save_checkpoint();" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "%%javascript\n", + "IPython.notebook.session.delete();\n", + "window.onbeforeunload = null\n", + "setTimeout(function() { window.close(); }, 1000);" + ] + } + ], + "metadata": { + "accelerator": "GPU", + "colab": { + "collapsed_sections": [], + "name": "Exercise 5 - Question.ipynb", + "provenance": [] + }, + "coursera": { + "course_slug": "convolutional-neural-networks-tensorflow", + "graded_item_id": "laIUG", + "launcher_item_id": "jjQWM" + }, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": 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