Akshar_fcc_cat_dog.ipynb

{"cells":[{"cell_type":"code","execution_count":1,"metadata":{"id":"la_Oz6oLlub6","executionInfo":{"status":"ok","timestamp":1669944323735,"user_tz":300,"elapsed":4789,"user":{"displayName":"Akshar Goyal","userId":"00370549744906550576"}},"outputId":"0087c772-560e-489d-a1c2-1b8b2da9df18","colab":{"base_uri":"https://localhost:8080/"}},"outputs":[{"output_type":"stream","name":"stdout","text":["Colab only includes TensorFlow 2.x; %tensorflow_version has no effect.\n"]}],"source":["try:\n","  # This command only in Colab.\n","  %tensorflow_version 2.x\n","except Exception:\n","  pass\n","import tensorflow as tf\n","\n","from tensorflow.keras.models import Sequential\n","from tensorflow.keras.layers import Dense, Conv2D, Flatten, Dropout, MaxPooling2D\n","from tensorflow.keras.preprocessing.image import ImageDataGenerator\n","from tensorflow.keras.losses import SparseCategoricalCrossentropy, BinaryCrossentropy\n","\n","import os\n","import numpy as np\n","import matplotlib.pyplot as plt"]},{"cell_type":"code","execution_count":2,"metadata":{"id":"jaF8r6aOl48C","executionInfo":{"status":"ok","timestamp":1669944328577,"user_tz":300,"elapsed":4846,"user":{"displayName":"Akshar Goyal","userId":"00370549744906550576"}},"outputId":"f4686720-f871-4070-eb98-d0d35debb2a1","colab":{"base_uri":"https://localhost:8080/"}},"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n","  inflating: __MACOSX/cats_and_dogs/train/dogs/._dog.60.jpg  \n","  inflating: cats_and_dogs/train/dogs/dog.858.jpg  \n","  inflating: __MACOSX/cats_and_dogs/train/dogs/._dog.858.jpg  \n","  inflating: cats_and_dogs/train/dogs/dog.680.jpg  \n","  inflating: __MACOSX/cats_and_dogs/train/dogs/._dog.680.jpg  \n","  inflating: cats_and_dogs/train/dogs/dog.694.jpg  \n","  inflating: __MACOSX/cats_and_dogs/train/dogs/._dog.694.jpg  \n","  inflating: cats_and_dogs/train/dogs/dog.864.jpg  \n","  inflating: 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os.path.join(PATH, 'validation')\n","test_dir = os.path.join(PATH, 'test')\n","\n","# Get number of files in each directory. The train and validation directories\n","# each have the subdirecories \"dogs\" and \"cats\".\n","total_train = sum([len(files) for r, d, files in os.walk(train_dir)])\n","total_val = sum([len(files) for r, d, files in os.walk(validation_dir)])\n","total_test = len(os.listdir(test_dir))\n","\n","# Variables for pre-processing and training.\n","batch_size = 128\n","epochs = 20\n","IMG_HEIGHT = 150\n","IMG_WIDTH = 150"]},{"cell_type":"code","execution_count":3,"metadata":{"id":"EOJFeEfumns6","executionInfo":{"status":"ok","timestamp":1669944328848,"user_tz":300,"elapsed":363,"user":{"displayName":"Akshar Goyal","userId":"00370549744906550576"}},"outputId":"51a8548b-6f2f-45c4-dc2c-4dd341575bda","colab":{"base_uri":"https://localhost:8080/"}},"outputs":[{"output_type":"stream","name":"stdout","text":["Found 2000 images belonging to 2 classes.\n","Found 1000 images belonging to 2 classes.\n","Found 50 images belonging to 1 classes.\n"]}],"source":["# 3\n","train_image_generator = ImageDataGenerator(rescale=1/255)\n","validation_image_generator = ImageDataGenerator(rescale=1/255)\n","test_image_generator = ImageDataGenerator(rescale=1/255)\n","# batch_size = 128\n","# epochs = 15\n","# IMG_HEIGHT = 150\n","# IMG_WIDTH = 150\n","train_data_gen = train_image_generator.flow_from_directory(batch_size=batch_size,\n","                                                     directory=train_dir,\n","                                                     target_size=(IMG_HEIGHT, IMG_WIDTH),\n","                                                     class_mode='binary')\n","val_data_gen = validation_image_generator.flow_from_directory(batch_size=batch_size,\n","                                                     directory=validation_dir,\n","                                                     target_size=(IMG_HEIGHT, IMG_WIDTH),\n","                                                     class_mode='binary')\n","test_data_gen = test_image_generator.flow_from_directory(batch_size=batch_size,\n","                                                     directory=PATH, classes=['test'],\n","                                                     target_size=(IMG_HEIGHT, IMG_WIDTH),\n","                                                     class_mode=\"input\", shuffle=False)"]},{"cell_type":"code","execution_count":4,"metadata":{"id":"TP0WA8j1mt7Q","executionInfo":{"status":"ok","timestamp":1669944330515,"user_tz":300,"elapsed":1669,"user":{"displayName":"Akshar Goyal","userId":"00370549744906550576"}},"outputId":"65060fb1-8f49-4c11-e3d2-7790669def48","colab":{"base_uri":"https://localhost:8080/","height":846}},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 360x1080 with 5 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}],"source":["# 4\n","def plotImages(images_arr, probabilities = False):\n","    fig, axes = plt.subplots(len(images_arr), 1, figsize=(5,len(images_arr) * 3))\n","    if probabilities is False:\n","      for img, ax in zip( images_arr, axes):\n","          ax.imshow(img)\n","          ax.axis('off')\n","    else:\n","      for img, probability, ax in zip( images_arr, probabilities, axes):\n","          ax.imshow(img)\n","          ax.axis('off')\n","          if probability > 0.5:\n","              ax.set_title(\"%.2f\" % (probability*100) + \"% dog\")\n","          else:\n","              ax.set_title(\"%.2f\" % ((1-probability)*100) + \"% cat\")\n","    plt.show()\n","\n","sample_training_images, _ = next(train_data_gen)\n","plotImages(sample_training_images[:5])\n"]},{"cell_type":"code","execution_count":5,"metadata":{"id":"-32RRLY_3voj","executionInfo":{"status":"ok","timestamp":1669944330516,"user_tz":300,"elapsed":7,"user":{"displayName":"Akshar Goyal","userId":"00370549744906550576"}}},"outputs":[],"source":["# 5\n","train_image_generator = ImageDataGenerator(rescale=1/255, fill_mode=\"nearest\",\n","                                           horizontal_flip=True, vertical_flip=True,\n","                                           width_shift_range=0.3, height_shift_range=0.3,\n","                                           zoom_range=0.25, shear_range=0.25)\n"]},{"cell_type":"code","execution_count":6,"metadata":{"id":"pkwq2LFvqabS","executionInfo":{"status":"ok","timestamp":1669944340491,"user_tz":300,"elapsed":9981,"user":{"displayName":"Akshar Goyal","userId":"00370549744906550576"}},"outputId":"69dd29a0-d903-49f4-a8d0-90dc8af7f171","colab":{"base_uri":"https://localhost:8080/","height":863}},"outputs":[{"output_type":"stream","name":"stdout","text":["Found 2000 images belonging to 2 classes.\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 360x1080 with 5 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}],"source":["# 6\n","train_data_gen = train_image_generator.flow_from_directory(batch_size=batch_size,\n","                                                     directory=train_dir,\n","                                                     target_size=(IMG_HEIGHT, IMG_WIDTH),\n","                                                     class_mode='binary')\n","\n","augmented_images = [train_data_gen[0][0][0] for i in range(5)]\n","\n","plotImages(augmented_images)"]},{"cell_type":"code","execution_count":7,"metadata":{"id":"k8aZkwMam4UY","executionInfo":{"status":"ok","timestamp":1669944343122,"user_tz":300,"elapsed":2635,"user":{"displayName":"Akshar Goyal","userId":"00370549744906550576"}},"outputId":"8f9ea03f-e461-4f01-84d4-9d4e41f67c67","colab":{"base_uri":"https://localhost:8080/"}},"outputs":[{"output_type":"stream","name":"stdout","text":["Model: \"sequential\"\n","_________________________________________________________________\n"," Layer (type)                Output Shape              Param #   \n","=================================================================\n"," conv2d (Conv2D)             (None, 148, 148, 32)      896       \n","                                                                 \n"," max_pooling2d (MaxPooling2D  (None, 74, 74, 32)       0         \n"," )                                                               \n","                                                                 \n"," conv2d_1 (Conv2D)           (None, 72, 72, 64)        18496     \n","                                                                 \n"," max_pooling2d_1 (MaxPooling  (None, 36, 36, 64)       0         \n"," 2D)                                                             \n","                                                                 \n"," conv2d_2 (Conv2D)           (None, 34, 34, 128)       73856     \n","                                                                 \n"," max_pooling2d_2 (MaxPooling  (None, 17, 17, 128)      0         \n"," 2D)                                                             \n","                                                                 \n"," flatten (Flatten)           (None, 36992)             0         \n","                                                                 \n"," dense (Dense)               (None, 64)                2367552   \n","                                                                 \n"," dense_1 (Dense)             (None, 2)                 130       \n","                                                                 \n","=================================================================\n","Total params: 2,460,930\n","Trainable params: 2,460,930\n","Non-trainable params: 0\n","_________________________________________________________________\n"]}],"source":["# 7\n","model = Sequential()\n","# model.add(Conv2D(16, (3, 3), activation='relu', input_shape=(150, 150, 3)))\n","# model.add(MaxPooling2D((2,2)))\n","model.add(Conv2D(32, (3, 3), activation='relu', input_shape=(150, 150, 3)))\n","model.add(MaxPooling2D((2,2)))\n","model.add(Conv2D(64, (3, 3), activation='relu'))\n","model.add(MaxPooling2D((2,2)))\n","model.add(Conv2D(128, (3, 3), activation='relu'))\n","model.add(MaxPooling2D((2,2)))\n","model.add(Flatten())\n","model.add(Dense(64))\n","# model.add(Dense(1))\n","model.add(Dense(2))\n","# model.compile(optimizer='adam', metrics=['accuracy'], loss=BinaryCrossentropy(from_logits=True))\n","model.compile(optimizer='adam', metrics=['accuracy'], loss=SparseCategoricalCrossentropy(from_logits=True))\n","model.summary()"]},{"cell_type":"code","source":["total_train//batch_size, total_val//batch_size, total_train, total_val, batch_size"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"96aO6PPtPbBQ","executionInfo":{"status":"ok","timestamp":1669944343123,"user_tz":300,"elapsed":7,"user":{"displayName":"Akshar Goyal","userId":"00370549744906550576"}},"outputId":"53ad5dd4-51d0-43f8-8588-9a040b06cff2"},"execution_count":8,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(15, 7, 2001, 1001, 128)"]},"metadata":{},"execution_count":8}]},{"cell_type":"code","execution_count":9,"metadata":{"id":"1niQDz5x6K7y","outputId":"8a5e0484-d8ba-47f3-e67f-b4c8a4edce2a","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1669944745146,"user_tz":300,"elapsed":402027,"user":{"displayName":"Akshar Goyal","userId":"00370549744906550576"}}},"outputs":[{"output_type":"stream","name":"stdout","text":["Epoch 1/20\n","15/15 [==============================] - 25s 1s/step - loss: 1.2964 - accuracy: 0.5150 - val_loss: 0.7039 - val_accuracy: 0.5145\n","Epoch 2/20\n","15/15 [==============================] - 16s 1s/step - loss: 0.6952 - accuracy: 0.5059 - val_loss: 0.6837 - val_accuracy: 0.6172\n","Epoch 3/20\n","15/15 [==============================] - 16s 1s/step - loss: 0.6919 - accuracy: 0.5224 - val_loss: 0.6904 - val_accuracy: 0.4978\n","Epoch 4/20\n","15/15 [==============================] - 15s 1s/step - loss: 0.6920 - accuracy: 0.5150 - val_loss: 0.6908 - val_accuracy: 0.5257\n","Epoch 5/20\n","15/15 [==============================] - 15s 1s/step - loss: 0.6903 - accuracy: 0.5395 - val_loss: 0.6881 - val_accuracy: 0.5190\n","Epoch 6/20\n","15/15 [==============================] - 16s 1s/step - loss: 0.6891 - accuracy: 0.5454 - val_loss: 0.6840 - val_accuracy: 0.5391\n","Epoch 7/20\n","15/15 [==============================] - 15s 1s/step - loss: 0.6742 - accuracy: 0.5743 - val_loss: 0.6697 - val_accuracy: 0.5625\n","Epoch 8/20\n","15/15 [==============================] - 16s 1s/step - loss: 0.6749 - accuracy: 0.5556 - val_loss: 0.6586 - val_accuracy: 0.5636\n","Epoch 9/20\n","15/15 [==============================] - 17s 1s/step - loss: 0.6674 - accuracy: 0.5924 - val_loss: 0.6783 - val_accuracy: 0.5223\n","Epoch 10/20\n","15/15 [==============================] - 16s 1s/step - loss: 0.6581 - accuracy: 0.6026 - val_loss: 0.6352 - val_accuracy: 0.6228\n","Epoch 11/20\n","15/15 [==============================] - 16s 1s/step - loss: 0.6551 - accuracy: 0.6063 - val_loss: 0.6208 - val_accuracy: 0.6373\n","Epoch 12/20\n","15/15 [==============================] - 16s 1s/step - loss: 0.6501 - accuracy: 0.6068 - val_loss: 0.6601 - val_accuracy: 0.5781\n","Epoch 13/20\n","15/15 [==============================] - 15s 1s/step - loss: 0.6378 - accuracy: 0.6159 - val_loss: 0.6302 - val_accuracy: 0.6362\n","Epoch 14/20\n","15/15 [==============================] - 16s 1s/step - loss: 0.6333 - accuracy: 0.6250 - val_loss: 0.6062 - val_accuracy: 0.6607\n","Epoch 15/20\n","15/15 [==============================] - 15s 1s/step - loss: 0.6310 - accuracy: 0.6335 - val_loss: 0.5955 - val_accuracy: 0.6786\n","Epoch 16/20\n","15/15 [==============================] - 16s 1s/step - loss: 0.6238 - accuracy: 0.6651 - val_loss: 0.6053 - val_accuracy: 0.6741\n","Epoch 17/20\n","15/15 [==============================] - 15s 1s/step - loss: 0.6310 - accuracy: 0.6282 - val_loss: 0.6319 - val_accuracy: 0.6395\n","Epoch 18/20\n","15/15 [==============================] - 16s 1s/step - loss: 0.6385 - accuracy: 0.6261 - val_loss: 0.6359 - val_accuracy: 0.6306\n","Epoch 19/20\n","15/15 [==============================] - 16s 1s/step - loss: 0.6180 - accuracy: 0.6619 - val_loss: 0.5967 - val_accuracy: 0.6775\n","Epoch 20/20\n","15/15 [==============================] - 15s 1s/step - loss: 0.6181 - accuracy: 0.6560 - val_loss: 0.6069 - val_accuracy: 0.6808\n"]}],"source":["# 8\n","# train_data_gen /= 255\n","# validation_data /= 255\n","history = model.fit(train_data_gen, steps_per_epoch=total_train//batch_size, epochs=epochs,\n","                    validation_data=val_data_gen, validation_steps=total_val//batch_size, verbose=1)"]},{"cell_type":"markdown","source":[],"metadata":{"id":"cjhoGKs5R4wf"}},{"cell_type":"code","execution_count":10,"metadata":{"id":"5xS51mB56OAC","colab":{"base_uri":"https://localhost:8080/","height":499},"executionInfo":{"status":"ok","timestamp":1669944745473,"user_tz":300,"elapsed":346,"user":{"displayName":"Akshar Goyal","userId":"00370549744906550576"}},"outputId":"122869fd-cd89-45c6-fbb8-194dd1c90040"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 576x576 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}],"source":["# 9\n","acc = history.history['accuracy']\n","val_acc = history.history['val_accuracy']\n","\n","loss = history.history['loss']\n","val_loss = history.history['val_loss']\n","\n","epochs_range = range(epochs)\n","\n","plt.figure(figsize=(8, 8))\n","plt.subplot(1, 2, 1)\n","plt.plot(epochs_range, acc, label='Training Accuracy')\n","plt.plot(epochs_range, val_acc, label='Validation Accuracy')\n","plt.legend(loc='lower right')\n","plt.title('Training and Validation Accuracy')\n","\n","plt.subplot(1, 2, 2)\n","plt.plot(epochs_range, loss, label='Training Loss')\n","plt.plot(epochs_range, val_loss, label='Validation Loss')\n","plt.legend(loc='upper right')\n","plt.title('Training and Validation Loss')\n","plt.show()"]},{"cell_type":"code","execution_count":11,"metadata":{"id":"vYrSifOit2aK","colab":{"base_uri":"https://localhost:8080/","height":1000,"output_embedded_package_id":"1Mefq082yFKpyqZA25N8yC45B0pH_rVOK"},"executionInfo":{"status":"ok","timestamp":1669944750288,"user_tz":300,"elapsed":4821,"user":{"displayName":"Akshar Goyal","userId":"00370549744906550576"}},"outputId":"61af84de-3aad-43fb-a73f-d80d795d8d0e"},"outputs":[{"output_type":"display_data","data":{"text/plain":"Output hidden; open in https://colab.research.google.com to view."},"metadata":{}}],"source":["test_images, _ = next(test_data_gen)\n","# print(test_images,_)\n","probabilities = np.argmax(model.predict(test_data_gen), axis=-1)\n","# print(model.predict(test_data_gen))\n","plotImages(test_images, probabilities=probabilities)"]},{"cell_type":"code","execution_count":12,"metadata":{"id":"4IH86Ux_u7TZ","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1669944750289,"user_tz":300,"elapsed":13,"user":{"displayName":"Akshar Goyal","userId":"00370549744906550576"}},"outputId":"2c5f786f-8c5c-428c-b370-39f464270933"},"outputs":[{"output_type":"stream","name":"stdout","text":["Your model correctly identified 74.0% of the images of cats and dogs.\n","You passed the challenge!\n"]}],"source":["# 11\n","answers =  [1, 0, 0, 1, 0, 0, 0, 0, 1, 1, 0,\n","            1, 0, 1, 0, 1, 1, 0, 1, 1, 0, 0,\n","            1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 1,\n","            1, 0, 1, 1, 1, 1, 0, 1, 0, 1, 1, \n","            0, 0, 0, 0, 0, 0]\n","\n","correct = 0\n","\n","for probability, answer in zip(probabilities, answers):\n","  if round(probability) == answer:\n","    correct +=1\n","\n","percentage_identified = (correct / len(answers)) * 100\n","\n","passed_challenge = percentage_identified >= 63\n","\n","print(f\"Your model correctly identified {round(percentage_identified, 2)}% of the images of cats and dogs.\")\n","\n","if passed_challenge:\n","  print(\"You passed the challenge!\")\n","else:\n","  print(\"You haven't passed yet. Your model should identify at least 63% of the images. Keep trying. You will get it!\")"]}],"metadata":{"colab":{"provenance":[{"file_id":"https://github.com/freeCodeCamp/boilerplate-cat-and-dog-image-classifier/blob/master/fcc_cat_dog.ipynb","timestamp":1669779761099}]},"kernelspec":{"display_name":"Python 3","name":"python3"},"gpuClass":"standard"},"nbformat":4,"nbformat_minor":0}