From 2e4f8c0c0b1157bac706f7827af8f32fea759df2 Mon Sep 17 00:00:00 2001 From: nursnaaz Date: Sat, 31 Aug 2019 18:00:47 +0530 Subject: [PATCH] CNN --- .DS_Store | Bin 10244 -> 10244 bytes ...ipynb => 01. Basics_Neural Networks.ipynb} | 0 ....ipynb => 02. Hyperparameter Tuning.ipynb} | 0 .../{3. Ensemble.ipynb => 03. Ensemble.ipynb} | 0 ...4. Neural Networks Model comparison.ipynb} | 0 .../Keras Ensemble.ipynb | 0 .../my_submission.csv | 0 .../sample_submission.csv | 0 .../test.csv | 0 .../train.csv | 0 .../1. Basic}/.DS_Store | Bin 6148 -> 6148 bytes ....ipynb => 1. Basic CNN Architecture.ipynb} | 0 .../{Simple CNN.ipynb => 2. Simple CNN.ipynb} | 0 .../3. Sample Hackathon/train.csv | 60001 ++++++++++++++++ ...rning - Data Augmentation-checkpoint.ipynb | 514 - .../05. TensorBoard -checkpoint.ipynb | 6 - 16 files changed, 60001 insertions(+), 520 deletions(-) rename 01 - Day - 1 Neural Network Basics/{1-Basics_Neural Networks.ipynb => 01. Basics_Neural Networks.ipynb} (100%) rename 01 - Day - 1 Neural Network Basics/{2. Hyperparameter Tuning.ipynb => 02. Hyperparameter Tuning.ipynb} (100%) rename 01 - Day - 1 Neural Network Basics/{3. Ensemble.ipynb => 03. Ensemble.ipynb} (100%) rename 01 - Day - 1 Neural Network Basics/{4. Neural Networks Model comparison.ipynb => 04. Neural Networks Model comparison.ipynb} (100%) rename 01 - Day - 1 Neural Network Basics/{5. Sample Hackathon => 05. Sample Hackathon}/Keras Ensemble.ipynb (100%) rename 01 - Day - 1 Neural Network Basics/{5. Sample Hackathon => 05. Sample Hackathon}/my_submission.csv (100%) rename 01 - Day - 1 Neural Network Basics/{5. Sample Hackathon => 05. Sample Hackathon}/sample_submission.csv (100%) rename 01 - Day - 1 Neural Network Basics/{5. Sample Hackathon => 05. Sample Hackathon}/test.csv (100%) rename 01 - Day - 1 Neural Network Basics/{5. Sample Hackathon => 05. Sample Hackathon}/train.csv (100%) rename {01 - Day - 1 Neural Network Basics/Sample Hackathon => 02 - Day - 2 Convolution NN/1. Basic}/.DS_Store (93%) rename 02 - Day - 2 Convolution NN/1. Basic/{Basic CNN Architecture.ipynb => 1. Basic CNN Architecture.ipynb} (100%) rename 02 - Day - 2 Convolution NN/1. Basic/{Simple CNN.ipynb => 2. Simple CNN.ipynb} (100%) create mode 100644 02 - Day - 2 Convolution NN/3. Sample Hackathon/train.csv delete mode 100644 02 - Day - 2 Convolution NN/Advanced/.ipynb_checkpoints/04- Transfer Learning - Data Augmentation-checkpoint.ipynb delete mode 100644 02 - Day - 2 Convolution NN/Advanced/.ipynb_checkpoints/05. TensorBoard -checkpoint.ipynb diff --git a/.DS_Store b/.DS_Store index df87094f131ba6d24b87a7a0bd29d3cf214efb28..4964aca1f5f9b1f1bae577305389196081618a5b 100644 GIT binary patch literal 10244 zcmeHMO>7%Q6n-xabnUcc6UT(M2)2z1MNOo*jVKbT>N-XxR5S)hAt5d9+TJ*;u6L~6 zO-vGkeBlHfH~|MvoH&8Rsp3>5q~5qx;shKy0ul!}!JC=&kNhKA$K|J*k!HTPv-6&J zznOV&-xvTewOLF67yzJA<)|N`rc2@XdF?1eVb3HXl0G++1{1akXF5i!4#j|CKrx^g zPz)#r{tFCH%;rTKk*He5fMP%~&|rZ32ZJidWQaA1!gWw1QUJnX>K27$$^(Rs5n?jL znna;WHf8pJp(=(c21<3hZ}8!S$q;K2r8=Ng2Mm81!wdz*uall3h65%gs#YfHQL=Oz*zIdu4uQGIN5d^8rDh(9_xc_gRD@@C;i$>VQ0&m88ZoK0)3 z3 z^=W1n0;{~>t~0W~MKiHj32f&2%a-R8u9}`_x+N>Mea$iRmb2)lSP-ysP9GJz1?FZv zi|eh}B=hH-y6}tSbt-weE}W8r4pUN~?_C|2T(fLNB2&ps*r~xuTC$fQBNq6(@F9E( zU%)r;Eqo6@!|#X~#Tdr%349Wd<5T!FhIWVQ6MM97ULw-r+F&NuDJ8N6R<5+zAIO3! zvvfM#OxjP!mT%6zf9v9)p1I75_sw=?iGI(qsxxy(^Bgm`1;N>znztPpl@rw1f8B=wlsE-t0V$X1uJbnB(!%zGki_8i@G34cGj%a-q9w{1(;Us0iAKrx^gxH|?8 z$YBOQ|9_$P|NnPqOpQ_uCr{E+<7yIx3N_+5o=_ae z(*-|{7e^%2H%qc8BqzB*Sd&N+m4E)vfG!7^ZJ$(q=2~r8l*<3*3`5t0&ptWs^0D5h crPh!6{b%g0r(XNF)+HI}^DWy}woEDh0&tpELjV8( delta 396 zcmZn(XbG4Q$(_ugz~IN==b4kAys>Z^`@{y`&FmZ;9M&8RP7H|*#SEDYNGg(Y@{<@C z7zBXW8i+Oig8`7mz<{KF@@mn$f=GOb4V$kBPGOA25Y9$${HUA+JR diff --git a/01 - Day - 1 Neural Network Basics/1-Basics_Neural Networks.ipynb b/01 - Day - 1 Neural Network Basics/01. Basics_Neural Networks.ipynb similarity index 100% rename from 01 - Day - 1 Neural Network Basics/1-Basics_Neural Networks.ipynb rename to 01 - Day - 1 Neural Network Basics/01. Basics_Neural Networks.ipynb diff --git a/01 - Day - 1 Neural Network Basics/2. Hyperparameter Tuning.ipynb b/01 - Day - 1 Neural Network Basics/02. Hyperparameter Tuning.ipynb similarity index 100% rename from 01 - Day - 1 Neural Network Basics/2. Hyperparameter Tuning.ipynb rename to 01 - Day - 1 Neural Network Basics/02. Hyperparameter Tuning.ipynb diff --git a/01 - Day - 1 Neural Network Basics/3. Ensemble.ipynb b/01 - Day - 1 Neural Network Basics/03. Ensemble.ipynb similarity index 100% rename from 01 - Day - 1 Neural Network Basics/3. Ensemble.ipynb rename to 01 - Day - 1 Neural Network Basics/03. Ensemble.ipynb diff --git a/01 - Day - 1 Neural Network Basics/4. Neural Networks Model comparison.ipynb b/01 - Day - 1 Neural Network Basics/04. Neural Networks Model comparison.ipynb similarity index 100% rename from 01 - Day - 1 Neural Network Basics/4. Neural Networks Model comparison.ipynb rename to 01 - Day - 1 Neural Network Basics/04. Neural Networks Model comparison.ipynb diff --git a/01 - Day - 1 Neural Network Basics/5. Sample Hackathon/Keras Ensemble.ipynb b/01 - Day - 1 Neural Network Basics/05. Sample Hackathon/Keras Ensemble.ipynb similarity index 100% rename from 01 - Day - 1 Neural Network Basics/5. Sample Hackathon/Keras Ensemble.ipynb rename to 01 - Day - 1 Neural Network Basics/05. Sample Hackathon/Keras Ensemble.ipynb diff --git a/01 - Day - 1 Neural Network Basics/5. Sample Hackathon/my_submission.csv b/01 - Day - 1 Neural Network Basics/05. Sample Hackathon/my_submission.csv similarity index 100% rename from 01 - Day - 1 Neural Network Basics/5. Sample Hackathon/my_submission.csv rename to 01 - Day - 1 Neural Network Basics/05. Sample Hackathon/my_submission.csv diff --git a/01 - Day - 1 Neural Network Basics/5. Sample Hackathon/sample_submission.csv b/01 - Day - 1 Neural Network Basics/05. Sample Hackathon/sample_submission.csv similarity index 100% rename from 01 - Day - 1 Neural Network Basics/5. Sample Hackathon/sample_submission.csv rename to 01 - Day - 1 Neural Network Basics/05. Sample Hackathon/sample_submission.csv diff --git a/01 - Day - 1 Neural Network Basics/5. Sample Hackathon/test.csv b/01 - Day - 1 Neural Network Basics/05. Sample Hackathon/test.csv similarity index 100% rename from 01 - Day - 1 Neural Network Basics/5. Sample Hackathon/test.csv rename to 01 - Day - 1 Neural Network Basics/05. Sample Hackathon/test.csv diff --git a/01 - Day - 1 Neural Network Basics/5. Sample Hackathon/train.csv b/01 - Day - 1 Neural Network Basics/05. Sample Hackathon/train.csv similarity index 100% rename from 01 - Day - 1 Neural Network Basics/5. Sample Hackathon/train.csv rename to 01 - Day - 1 Neural Network Basics/05. Sample Hackathon/train.csv diff --git a/01 - Day - 1 Neural Network Basics/Sample Hackathon/.DS_Store b/02 - Day - 2 Convolution NN/1. Basic/.DS_Store similarity index 93% rename from 01 - Day - 1 Neural Network Basics/Sample Hackathon/.DS_Store rename to 02 - Day - 2 Convolution NN/1. Basic/.DS_Store index dc66400738191e9e249625f08e6f0a98a96e2fac..79ec10c667e88da84a2625833e271ca652591c37 100644 GIT binary patch delta 210 zcmZoMXfc@JFUrEez`)4BAi%(o$WY9X$&k#Tz~H>uk$E|zDM(75!H_`@DCC4J&EN-w z3Ji`6ML^{lKuskKsX$fer)4eUVk5`iY_F=PRir%zU6mgi?@NMXolNQaAAFv)LrV?M|-vB7*Z IJI7ys0NZXYn*aa+ delta 298 zcmZoMXfc@JFUrcmz`)4BAi%&-%%H&F%8&=7Q#T7TFK3hoNr^CcGo&&UF(e{OGvqQP zG2~2kV3L{qk4dmz5Xi4&hzF`D1&Ze~WCB^mKr$a_m>xqikX`1Plb@WFlb-}M5oi" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from tensorflow.keras.preprocessing.image import load_img\n", - "img = load_img('images/train/sideways/dog.11103.jpg')\n", - "img" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from tensorflow.keras.preprocessing.image import load_img\n", - "img = load_img('images/train/upright/dog.11102.jpg')\n", - "img" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": { - "tags": [ - "raises-exception" - ] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Found 220 images belonging to 2 classes.\n", - "Found 217 images belonging to 2 classes.\n", - "Epoch 1/2\n", - "7/7 [==============================] - 24s 3s/step - loss: 0.6347 - acc: 0.6866\n", - "22/22 [==============================] - 47s 2s/step - loss: 0.6891 - acc: 0.6045 - val_loss: 0.6347 - val_acc: 0.6866\n", - "Epoch 2/2\n", - "7/7 [==============================] - 22s 3s/step - loss: 0.1755 - acc: 0.9401\n", - "22/22 [==============================] - 48s 2s/step - loss: 0.2927 - acc: 0.8818 - val_loss: 0.1755 - val_acc: 0.9401\n" - ] - } - ], - "source": [ - "from tensorflow.keras.applications.resnet50 import preprocess_input\n", - "from tensorflow.keras.preprocessing.image import ImageDataGenerator, load_img\n", - "\n", - "image_size = 224\n", - "data_generator = ImageDataGenerator(preprocess_input)\n", - "\n", - "train_generator = data_generator.flow_from_directory(\n", - " directory='images/train',\n", - " target_size=(image_size, image_size),\n", - " batch_size=10,\n", - " class_mode='categorical')\n", - "\n", - "\n", - "\n", - "validation_generator = data_generator.flow_from_directory(\n", - " directory='images/val',\n", - " target_size=(image_size, image_size),\n", - " class_mode='categorical')\n", - "\n", - "\n", - "\n", - "# fit_stats below saves some statistics describing how model fitting went\n", - "# the key role of the following line is how it changes my_new_model by fitting to data\n", - "fit_stats = my_new_model.fit_generator(train_generator,\n", - " epochs=2,\n", - " steps_per_epoch=22,\n", - " validation_data=validation_generator,\n", - " validation_steps=1)\n", - "\n", - "#step_4.check()" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [], - "source": [ - "filenames = validation_generator.filenames\n", - "nb_samples = len(filenames)\n", - "\n", - "predict = my_new_model.predict_generator(validation_generator,steps = nb_samples)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "pred = np.argmax(predict, axis=1)" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[62, 57],\n", - " [48, 50]])" - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from sklearn.metrics import confusion_matrix,accuracy_score\n", - "confusion_matrix(pred,test_generator.labels)" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0.5161290322580645" - ] - }, - "execution_count": 33, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "accuracy_score(pred,test_generator.labels)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Data Augumentation" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Found 220 images belonging to 2 classes.\n" - ] - } - ], - "source": [ - "from tensorflow.python.keras.preprocessing.image import ImageDataGenerator\n", - "data_generator_with_aug = ImageDataGenerator(preprocessing_function=preprocess_input,\n", - " horizontal_flip=True,\n", - " width_shift_range = 0.2,\n", - " height_shift_range = 0.2)\n", - "\n", - "train_generator_aug = data_generator_with_aug.flow_from_directory(\n", - " 'images/train',\n", - " target_size=(image_size, image_size),\n", - " batch_size=24,\n", - " class_mode='categorical')" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Found 217 images belonging to 2 classes.\n" - ] - } - ], - "source": [ - "data_generator_no_aug = ImageDataGenerator(preprocessing_function=preprocess_input)\n", - "validation_generator_no_aug = data_generator_no_aug.flow_from_directory(\n", - " 'images/val',\n", - " target_size=(image_size, image_size),\n", - " class_mode='categorical')" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch 1/2\n", - "7/7 [==============================] - 23s 3s/step - loss: 0.1465 - acc: 0.9631\n", - "10/10 [==============================] - 49s 5s/step - loss: 0.1272 - acc: 0.9773 - val_loss: 0.1465 - val_acc: 0.9631\n", - "Epoch 2/2\n", - "7/7 [==============================] - 38s 5s/step - loss: 0.1917 - acc: 0.8986\n", - "10/10 [==============================] - 63s 6s/step - loss: 0.1189 - acc: 0.9682 - val_loss: 0.1917 - val_acc: 0.8986\n" - ] - } - ], - "source": [ - "fit_stats = my_new_model.fit_generator(train_generator_aug,\n", - " epochs=2,\n", - " steps_per_epoch=22,\n", - " validation_data=validation_generator_no_aug,\n", - " validation_steps=1)\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Found 217 images belonging to 2 classes.\n" - ] - } - ], - "source": [ - "test_datagen = ImageDataGenerator(preprocess_input)\n", - "\n", - "test_generator = test_datagen.flow_from_directory(\n", - " 'images/val',\n", - " target_size=(image_size, image_size),\n", - " color_mode=\"rgb\",\n", - " shuffle = False,\n", - " class_mode='categorical',\n", - " batch_size=1)\n", - "\n", - "filenames = test_generator.filenames\n", - "nb_samples = len(filenames)\n", - "\n", - "predict = my_new_model.predict_generator(test_generator,steps = nb_samples)" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "pred = np.argmax(predict, axis=1)" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[ 96, 1],\n", - " [ 14, 106]])" - ] - }, - "execution_count": 39, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from sklearn.metrics import confusion_matrix,accuracy_score\n", - "confusion_matrix(pred,test_generator.labels)" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0.9308755760368663" - ] - }, - "execution_count": 40, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "accuracy_score(pred,test_generator.labels)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "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": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.6.4" - } - }, - "nbformat": 4, - "nbformat_minor": 1 -} diff --git a/02 - Day - 2 Convolution NN/Advanced/.ipynb_checkpoints/05. TensorBoard -checkpoint.ipynb b/02 - Day - 2 Convolution NN/Advanced/.ipynb_checkpoints/05. TensorBoard -checkpoint.ipynb deleted file mode 100644 index 2fd6442..0000000 --- a/02 - Day - 2 Convolution NN/Advanced/.ipynb_checkpoints/05. TensorBoard -checkpoint.ipynb +++ /dev/null @@ -1,6 +0,0 @@ -{ - "cells": [], - "metadata": {}, - "nbformat": 4, - "nbformat_minor": 2 -}