{"cells":[{"cell_type":"markdown","source":["Student name: Vivek Nelapati\n","\n","Student ID: 2511594"],"metadata":{"id":"znpetZxbgN27"}},{"cell_type":"code","execution_count":23,"metadata":{"executionInfo":{"elapsed":43,"status":"ok","timestamp":1773975835342,"user":{"displayName":"Vivek Nelapati745","userId":"10700376593215786465"},"user_tz":0},"id":"u3w-VIqsQHOt"},"outputs":[],"source":["# Intel Image Classification — CNN Classifier\n","\n","import tensorflow as tf\n","from tensorflow.keras import layers, models, callbacks\n","from tensorflow.keras.preprocessing.image import ImageDataGenerator\n","import matplotlib.pyplot as plt\n","import numpy as np\n","from sklearn.metrics import classification_report, confusion_matrix\n","import seaborn as sns\n","from tensorflow.keras.preprocessing import image\n","import urllib.request"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"JOp4Zf6-KkqM"},"outputs":[],"source":["# 1. Dataset Paths\n","\n","IMG_SIZE = (150,150)\n","BATCH_SIZE = 32\n","EPOCHS = 30\n","\n","TRAIN_DIR = '/content/drive/MyDrive/ML ASS 2/seg_train'\n","TEST_DIR  = '/content/drive/MyDrive/ML ASS 2/seg_test'"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":1605,"status":"ok","timestamp":1773957481246,"user":{"displayName":"Vivek Nelapati745","userId":"10700376593215786465"},"user_tz":0},"id":"DFCAJ1vdQhHj","outputId":"9e1652df-1a60-43ec-ce98-57b2b7bf5c9a"},"outputs":[{"output_type":"stream","name":"stdout","text":["Found 11230 images belonging to 6 classes.\n","Found 2804 images belonging to 6 classes.\n","Found 3000 images belonging to 6 classes.\n"]}],"source":["# 2. Data Preprocessing\n","\n","train_datagen = ImageDataGenerator(\n","    rescale=1./255,\n","    rotation_range=20,\n","    width_shift_range=0.1,\n","    height_shift_range=0.1,\n","    zoom_range=0.15,\n","    horizontal_flip=True,\n","    validation_split=0.2\n",")\n","\n","train_gen = train_datagen.flow_from_directory(\n","    TRAIN_DIR,\n","    target_size=IMG_SIZE,\n","    batch_size=BATCH_SIZE,\n","    class_mode='categorical',\n","    subset='training'\n",")\n","\n","val_gen = train_datagen.flow_from_directory(\n","    TRAIN_DIR,\n","    target_size=IMG_SIZE,\n","    batch_size=BATCH_SIZE,\n","    class_mode='categorical',\n","    subset='validation'\n",")\n","\n","test_datagen = ImageDataGenerator(rescale=1./255)\n","\n","test_gen = test_datagen.flow_from_directory(\n","    TEST_DIR,\n","    target_size=IMG_SIZE,\n","    batch_size=BATCH_SIZE,\n","    class_mode='categorical',\n","    shuffle=False\n",")"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":88,"status":"ok","timestamp":1773957485114,"user":{"displayName":"Vivek Nelapati745","userId":"10700376593215786465"},"user_tz":0},"id":"QHPaWTLxQhqK","outputId":"28e05d50-6de3-440e-dcd6-46328d4e03a2"},"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.12/dist-packages/keras/src/layers/convolutional/base_conv.py:113: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n","  super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n"]}],"source":["# 3. CNN Model Architecture\n","\n","model = models.Sequential([\n","\n","    layers.Conv2D(32,(3,3),activation='relu',input_shape=(150,150,3)),\n","    layers.MaxPooling2D(2,2),\n","\n","    layers.Conv2D(64,(3,3),activation='relu'),\n","    layers.MaxPooling2D(2,2),\n","\n","    layers.Conv2D(128,(3,3),activation='relu'),\n","    layers.MaxPooling2D(2,2),\n","\n","    layers.Conv2D(128,(3,3),activation='relu'),\n","    layers.MaxPooling2D(2,2),\n","\n","    layers.Flatten(),\n","\n","    layers.Dense(128,activation='relu'),\n","    layers.Dropout(0.5),\n","\n","    layers.Dense(6,activation='softmax')\n","])"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":544},"executionInfo":{"elapsed":95,"status":"ok","timestamp":1773957488471,"user":{"displayName":"Vivek Nelapati745","userId":"10700376593215786465"},"user_tz":0},"id":"MqcLU_OhK5NV","outputId":"04c0718f-2157-4385-9d97-b227de02dab5"},"outputs":[{"output_type":"display_data","data":{"text/plain":["\u001b[1mModel: \"sequential\"\u001b[0m\n"],"text/html":["<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"sequential\"</span>\n","</pre>\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n","┃\u001b[1m \u001b[0m\u001b[1mLayer (type)                   \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape          \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m      Param #\u001b[0m\u001b[1m \u001b[0m┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n","│ conv2d (\u001b[38;5;33mConv2D\u001b[0m)                 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m148\u001b[0m, \u001b[38;5;34m148\u001b[0m, \u001b[38;5;34m32\u001b[0m)   │           \u001b[38;5;34m896\u001b[0m │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ max_pooling2d (\u001b[38;5;33mMaxPooling2D\u001b[0m)    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m74\u001b[0m, \u001b[38;5;34m74\u001b[0m, \u001b[38;5;34m32\u001b[0m)     │             \u001b[38;5;34m0\u001b[0m │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ conv2d_1 (\u001b[38;5;33mConv2D\u001b[0m)               │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m72\u001b[0m, \u001b[38;5;34m72\u001b[0m, \u001b[38;5;34m64\u001b[0m)     │        \u001b[38;5;34m18,496\u001b[0m │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ max_pooling2d_1 (\u001b[38;5;33mMaxPooling2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m36\u001b[0m, \u001b[38;5;34m36\u001b[0m, \u001b[38;5;34m64\u001b[0m)     │             \u001b[38;5;34m0\u001b[0m │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ conv2d_2 (\u001b[38;5;33mConv2D\u001b[0m)               │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m34\u001b[0m, \u001b[38;5;34m34\u001b[0m, \u001b[38;5;34m128\u001b[0m)    │        \u001b[38;5;34m73,856\u001b[0m │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ max_pooling2d_2 (\u001b[38;5;33mMaxPooling2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m128\u001b[0m)    │             \u001b[38;5;34m0\u001b[0m │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ conv2d_3 (\u001b[38;5;33mConv2D\u001b[0m)               │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m15\u001b[0m, \u001b[38;5;34m15\u001b[0m, \u001b[38;5;34m128\u001b[0m)    │       \u001b[38;5;34m147,584\u001b[0m │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ max_pooling2d_3 (\u001b[38;5;33mMaxPooling2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m)      │             \u001b[38;5;34m0\u001b[0m │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ flatten (\u001b[38;5;33mFlatten\u001b[0m)               │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m6272\u001b[0m)           │             \u001b[38;5;34m0\u001b[0m │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ dense (\u001b[38;5;33mDense\u001b[0m)                   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m)            │       \u001b[38;5;34m802,944\u001b[0m │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ dropout (\u001b[38;5;33mDropout\u001b[0m)               │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m)            │             \u001b[38;5;34m0\u001b[0m │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ dense_1 (\u001b[38;5;33mDense\u001b[0m)                 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m6\u001b[0m)              │           \u001b[38;5;34m774\u001b[0m │\n","└─────────────────────────────────┴────────────────────────┴───────────────┘\n"],"text/html":["<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n","┃<span style=\"font-weight: bold\"> Layer (type)                    </span>┃<span style=\"font-weight: bold\"> Output Shape           </span>┃<span style=\"font-weight: bold\">       Param # </span>┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n","│ conv2d (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)                 │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">148</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">148</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)   │           <span style=\"color: #00af00; text-decoration-color: #00af00\">896</span> │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ max_pooling2d (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">74</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">74</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)     │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ conv2d_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)               │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">72</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">72</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)     │        <span style=\"color: #00af00; text-decoration-color: #00af00\">18,496</span> │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ max_pooling2d_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">36</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">36</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)     │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ conv2d_2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)               │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">34</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">34</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">73,856</span> │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ max_pooling2d_2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)    │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ conv2d_3 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)               │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">15</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">15</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)    │       <span style=\"color: #00af00; text-decoration-color: #00af00\">147,584</span> │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ max_pooling2d_3 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)      │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ flatten (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Flatten</span>)               │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">6272</span>)           │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ dense (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)                   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)            │       <span style=\"color: #00af00; text-decoration-color: #00af00\">802,944</span> │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ dropout (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)               │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)            │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n","├─────────────────────────────────┼────────────────────────┼───────────────┤\n","│ dense_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)                 │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">6</span>)              │           <span style=\"color: #00af00; text-decoration-color: #00af00\">774</span> │\n","└─────────────────────────────────┴────────────────────────┴───────────────┘\n","</pre>\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Total params: \u001b[0m\u001b[38;5;34m1,044,550\u001b[0m (3.98 MB)\n"],"text/html":["<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">1,044,550</span> (3.98 MB)\n","</pre>\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m1,044,550\u001b[0m (3.98 MB)\n"],"text/html":["<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">1,044,550</span> (3.98 MB)\n","</pre>\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n"],"text/html":["<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> (0.00 B)\n","</pre>\n"]},"metadata":{}}],"source":["# 4. Compile Model\n","\n","model.compile(\n","    optimizer='adam',\n","    loss='categorical_crossentropy',\n","    metrics=['accuracy']\n",")\n","\n","model.summary()"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"QRkp2iU5QiHj"},"outputs":[],"source":["# 5. Callbacks (Optimization)\n","\n","cb_list = [\n","\n","    callbacks.EarlyStopping(\n","        monitor='val_loss',\n","        patience=5,\n","        restore_best_weights=True\n","    ),\n","\n","    callbacks.ReduceLROnPlateau(\n","        monitor='val_loss',\n","        factor=0.5,\n","        patience=3,\n","        min_lr=1e-6\n","    )\n","]"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"INv565oMQii5","outputId":"c0205327-9c30-43c8-dfaf-b72a37bdded2","executionInfo":{"status":"ok","timestamp":1773972034192,"user_tz":0,"elapsed":14539801,"user":{"displayName":"Vivek Nelapati745","userId":"10700376593215786465"}}},"outputs":[{"output_type":"stream","name":"stdout","text":["Epoch 1/30\n","\u001b[1m351/351\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m497s\u001b[0m 1s/step - accuracy: 0.4845 - loss: 1.2492 - val_accuracy: 0.6016 - val_loss: 0.9753 - learning_rate: 0.0010\n","Epoch 2/30\n","\u001b[1m351/351\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m459s\u001b[0m 1s/step - accuracy: 0.5799 - loss: 1.0479 - val_accuracy: 0.6348 - val_loss: 0.9192 - learning_rate: 0.0010\n","Epoch 3/30\n","\u001b[1m351/351\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m537s\u001b[0m 1s/step - accuracy: 0.6402 - loss: 0.9278 - val_accuracy: 0.6915 - val_loss: 0.7905 - learning_rate: 0.0010\n","Epoch 4/30\n","\u001b[1m351/351\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m461s\u001b[0m 1s/step - accuracy: 0.6880 - loss: 0.8378 - val_accuracy: 0.7140 - val_loss: 0.7833 - learning_rate: 0.0010\n","Epoch 5/30\n","\u001b[1m351/351\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m498s\u001b[0m 1s/step - accuracy: 0.7207 - loss: 0.7603 - val_accuracy: 0.7814 - val_loss: 0.6206 - learning_rate: 0.0010\n","Epoch 6/30\n","\u001b[1m351/351\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m453s\u001b[0m 1s/step - accuracy: 0.7471 - loss: 0.7054 - val_accuracy: 0.7707 - val_loss: 0.6247 - learning_rate: 0.0010\n","Epoch 7/30\n","\u001b[1m351/351\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m445s\u001b[0m 1s/step - accuracy: 0.7583 - loss: 0.6715 - val_accuracy: 0.7817 - val_loss: 0.5940 - learning_rate: 0.0010\n","Epoch 8/30\n","\u001b[1m351/351\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m454s\u001b[0m 1s/step - accuracy: 0.7816 - loss: 0.6234 - val_accuracy: 0.7657 - val_loss: 0.6538 - learning_rate: 0.0010\n","Epoch 9/30\n","\u001b[1m351/351\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m449s\u001b[0m 1s/step - accuracy: 0.7781 - loss: 0.6305 - val_accuracy: 0.8124 - val_loss: 0.5271 - learning_rate: 0.0010\n","Epoch 10/30\n","\u001b[1m351/351\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m443s\u001b[0m 1s/step - accuracy: 0.7890 - loss: 0.5943 - val_accuracy: 0.7882 - val_loss: 0.5963 - learning_rate: 0.0010\n","Epoch 11/30\n","\u001b[1m351/351\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m449s\u001b[0m 1s/step - accuracy: 0.7949 - loss: 0.5782 - val_accuracy: 0.8178 - val_loss: 0.5312 - learning_rate: 0.0010\n","Epoch 12/30\n","\u001b[1m351/351\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m450s\u001b[0m 1s/step - accuracy: 0.8086 - loss: 0.5452 - val_accuracy: 0.8046 - val_loss: 0.5566 - learning_rate: 0.0010\n","Epoch 13/30\n","\u001b[1m351/351\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m456s\u001b[0m 1s/step - accuracy: 0.8258 - loss: 0.4909 - val_accuracy: 0.8213 - val_loss: 0.5022 - learning_rate: 5.0000e-04\n","Epoch 14/30\n","\u001b[1m351/351\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m492s\u001b[0m 1s/step - accuracy: 0.8322 - loss: 0.4833 - val_accuracy: 0.8427 - val_loss: 0.4498 - learning_rate: 5.0000e-04\n","Epoch 15/30\n","\u001b[1m351/351\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m495s\u001b[0m 1s/step - accuracy: 0.8386 - loss: 0.4696 - val_accuracy: 0.8427 - val_loss: 0.4677 - learning_rate: 5.0000e-04\n","Epoch 16/30\n","\u001b[1m351/351\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m503s\u001b[0m 1s/step - accuracy: 0.8357 - loss: 0.4695 - val_accuracy: 0.8071 - val_loss: 0.5312 - learning_rate: 5.0000e-04\n","Epoch 17/30\n","\u001b[1m351/351\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m538s\u001b[0m 2s/step - accuracy: 0.8423 - loss: 0.4527 - val_accuracy: 0.8427 - val_loss: 0.4505 - learning_rate: 5.0000e-04\n","Epoch 18/30\n","\u001b[1m351/351\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m498s\u001b[0m 1s/step - accuracy: 0.8560 - loss: 0.4185 - val_accuracy: 0.8524 - val_loss: 0.4222 - learning_rate: 2.5000e-04\n","Epoch 19/30\n","\u001b[1m351/351\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m498s\u001b[0m 1s/step - accuracy: 0.8619 - loss: 0.4045 - val_accuracy: 0.8549 - val_loss: 0.4101 - learning_rate: 2.5000e-04\n","Epoch 20/30\n","\u001b[1m351/351\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m494s\u001b[0m 1s/step - accuracy: 0.8644 - loss: 0.3953 - val_accuracy: 0.8513 - val_loss: 0.4418 - learning_rate: 2.5000e-04\n","Epoch 21/30\n","\u001b[1m351/351\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m491s\u001b[0m 1s/step - accuracy: 0.8616 - loss: 0.4009 - val_accuracy: 0.8606 - val_loss: 0.4050 - learning_rate: 2.5000e-04\n","Epoch 22/30\n","\u001b[1m351/351\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m488s\u001b[0m 1s/step - accuracy: 0.8623 - loss: 0.3907 - val_accuracy: 0.8645 - val_loss: 0.3842 - learning_rate: 2.5000e-04\n","Epoch 23/30\n","\u001b[1m351/351\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m477s\u001b[0m 1s/step - accuracy: 0.8665 - loss: 0.3825 - val_accuracy: 0.8645 - val_loss: 0.4092 - learning_rate: 2.5000e-04\n","Epoch 24/30\n","\u001b[1m351/351\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m496s\u001b[0m 1s/step - accuracy: 0.8684 - loss: 0.3786 - val_accuracy: 0.8659 - val_loss: 0.3919 - learning_rate: 2.5000e-04\n","Epoch 25/30\n","\u001b[1m351/351\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m489s\u001b[0m 1s/step - accuracy: 0.8724 - loss: 0.3689 - val_accuracy: 0.8663 - val_loss: 0.3915 - learning_rate: 2.5000e-04\n","Epoch 26/30\n","\u001b[1m351/351\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m504s\u001b[0m 1s/step - accuracy: 0.8745 - loss: 0.3625 - val_accuracy: 0.8673 - val_loss: 0.3773 - learning_rate: 1.2500e-04\n","Epoch 27/30\n","\u001b[1m351/351\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m492s\u001b[0m 1s/step - accuracy: 0.8763 - loss: 0.3581 - val_accuracy: 0.8598 - val_loss: 0.4060 - learning_rate: 1.2500e-04\n","Epoch 28/30\n","\u001b[1m351/351\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m501s\u001b[0m 1s/step - accuracy: 0.8771 - loss: 0.3451 - val_accuracy: 0.8670 - val_loss: 0.3933 - learning_rate: 1.2500e-04\n","Epoch 29/30\n","\u001b[1m351/351\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m534s\u001b[0m 2s/step - accuracy: 0.8789 - loss: 0.3421 - val_accuracy: 0.8648 - val_loss: 0.3751 - learning_rate: 1.2500e-04\n","Epoch 30/30\n","\u001b[1m351/351\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m498s\u001b[0m 1s/step - accuracy: 0.8833 - loss: 0.3421 - val_accuracy: 0.8673 - val_loss: 0.3948 - learning_rate: 1.2500e-04\n"]}],"source":["# 6. Train Model\n","\n","history = model.fit(\n","    train_gen,\n","    validation_data=val_gen,\n","    epochs=EPOCHS,\n","    callbacks=cb_list\n",")"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":911},"id":"rwquJIaiQzjz","outputId":"5b475da8-5c41-4818-93d4-7de0620f13c2","executionInfo":{"status":"ok","timestamp":1773973990880,"user_tz":0,"elapsed":1929636,"user":{"displayName":"Vivek Nelapati745","userId":"10700376593215786465"}}},"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[1m94/94\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1849s\u001b[0m 20s/step - accuracy: 0.8760 - loss: 0.3695\n","\n","Test Accuracy: 0.8759999871253967\n","\u001b[1m94/94\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m36s\u001b[0m 383ms/step\n","\n","Classification Report\n","\n","              precision    recall  f1-score   support\n","\n","   buildings       0.81      0.90      0.85       437\n","      forest       0.96      0.98      0.97       474\n","     glacier       0.85      0.82      0.84       553\n","    mountain       0.86      0.80      0.83       525\n","         sea       0.88      0.88      0.88       510\n","      street       0.91      0.89      0.90       501\n","\n","    accuracy                           0.88      3000\n","   macro avg       0.88      0.88      0.88      3000\n","weighted avg       0.88      0.88      0.88      3000\n","\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 800x600 with 2 Axes>"],"image/png":"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\n"},"metadata":{}}],"source":["# 7. Evaluate Model\n","\n","test_loss, test_acc = model.evaluate(test_gen)\n","\n","print(\"\\nTest Accuracy:\", test_acc)\n","\n","# Predictions\n","y_pred = np.argmax(model.predict(test_gen), axis=1)\n","y_true = test_gen.classes\n","\n","class_names = list(test_gen.class_indices.keys())\n","\n","# Classification Report\n","print(\"\\nClassification Report\\n\")\n","print(classification_report(y_true, y_pred, target_names=class_names))\n","\n","# Confusion Matrix\n","cm = confusion_matrix(y_true, y_pred)\n","\n","plt.figure(figsize=(8,6))\n","sns.heatmap(cm,\n","            annot=True,\n","            fmt='d',\n","            xticklabels=class_names,\n","            yticklabels=class_names)\n","\n","plt.title(\"Confusion Matrix\")\n","plt.xlabel(\"Predicted Label\")\n","plt.ylabel(\"True Label\")\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":500},"id":"fAUsTwePQz7_","outputId":"41c12f41-e4c4-420c-c038-4fa9a2fb69e9","executionInfo":{"status":"ok","timestamp":1773973991282,"user_tz":0,"elapsed":382,"user":{"displayName":"Vivek Nelapati745","userId":"10700376593215786465"}}},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1200x500 with 2 Axes>"],"image/png":"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\n"},"metadata":{}}],"source":["# 8. Plot Training Curves\n","\n","plt.figure(figsize=(12,5))\n","\n","plt.subplot(1,2,1)\n","plt.plot(history.history['accuracy'])\n","plt.plot(history.history['val_accuracy'])\n","plt.title(\"Model Accuracy\")\n","plt.xlabel(\"Epoch\")\n","plt.ylabel(\"Accuracy\")\n","plt.legend([\"Train\",\"Validation\"])\n","\n","plt.subplot(1,2,2)\n","plt.plot(history.history['loss'])\n","plt.plot(history.history['val_loss'])\n","plt.title(\"Model Loss\")\n","plt.xlabel(\"Epoch\")\n","plt.ylabel(\"Loss\")\n","plt.legend([\"Train\",\"Validation\"])\n","\n","plt.tight_layout()\n","plt.show()"]},{"cell_type":"code","execution_count":29,"metadata":{"id":"v5Y7f0LfG8aB","colab":{"base_uri":"https://localhost:8080/","height":536},"executionInfo":{"status":"ok","timestamp":1773976134462,"user_tz":0,"elapsed":7559,"user":{"displayName":"Vivek Nelapati745","userId":"10700376593215786465"}},"outputId":"6337e9e9-d115-41f3-daa7-b35b493e997a"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":["\n","     <input type=\"file\" id=\"files-c6a74e48-c713-458f-9189-3f00737926dc\" name=\"files[]\" multiple disabled\n","        style=\"border:none\" />\n","     <output id=\"result-c6a74e48-c713-458f-9189-3f00737926dc\">\n","      Upload widget is only available when the cell has been executed in the\n","      current browser session. Please rerun this cell to enable.\n","      </output>\n","      <script>// Copyright 2017 Google LLC\n","//\n","// Licensed under the Apache License, Version 2.0 (the \"License\");\n","// you may not use this file except in compliance with the License.\n","// You may obtain a copy of the License at\n","//\n","//      http://www.apache.org/licenses/LICENSE-2.0\n","//\n","// Unless required by applicable law or agreed to in writing, software\n","// distributed under the License is distributed on an \"AS IS\" BASIS,\n","// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n","// See the License for the specific language governing permissions and\n","// limitations under the License.\n","\n","/**\n"," * @fileoverview Helpers for google.colab Python module.\n"," */\n","(function(scope) {\n","function span(text, styleAttributes = {}) {\n","  const element = document.createElement('span');\n","  element.textContent = text;\n","  for (const key of Object.keys(styleAttributes)) {\n","    element.style[key] = styleAttributes[key];\n","  }\n","  return element;\n","}\n","\n","// Max number of bytes which will be uploaded at a time.\n","const MAX_PAYLOAD_SIZE = 100 * 1024;\n","\n","function _uploadFiles(inputId, outputId) {\n","  const steps = uploadFilesStep(inputId, outputId);\n","  const outputElement = document.getElementById(outputId);\n","  // Cache steps on the outputElement to make it available for the next call\n","  // to uploadFilesContinue from Python.\n","  outputElement.steps = steps;\n","\n","  return _uploadFilesContinue(outputId);\n","}\n","\n","// This is roughly an async generator (not supported in the browser yet),\n","// where there are multiple asynchronous steps and the Python side is going\n","// to poll for completion of each step.\n","// This uses a Promise to block the python side on completion of each step,\n","// then passes the result of the previous step as the input to the next step.\n","function _uploadFilesContinue(outputId) {\n","  const outputElement = document.getElementById(outputId);\n","  const steps = outputElement.steps;\n","\n","  const next = steps.next(outputElement.lastPromiseValue);\n","  return Promise.resolve(next.value.promise).then((value) => {\n","    // Cache the last promise value to make it available to the next\n","    // step of the generator.\n","    outputElement.lastPromiseValue = value;\n","    return next.value.response;\n","  });\n","}\n","\n","/**\n"," * Generator function which is called between each async step of the upload\n"," * process.\n"," * @param {string} inputId Element ID of the input file picker element.\n"," * @param {string} outputId Element ID of the output display.\n"," * @return {!Iterable<!Object>} Iterable of next steps.\n"," */\n","function* uploadFilesStep(inputId, outputId) {\n","  const inputElement = document.getElementById(inputId);\n","  inputElement.disabled = false;\n","\n","  const outputElement = document.getElementById(outputId);\n","  outputElement.innerHTML = '';\n","\n","  const pickedPromise = new Promise((resolve) => {\n","    inputElement.addEventListener('change', (e) => {\n","      resolve(e.target.files);\n","    });\n","  });\n","\n","  const cancel = document.createElement('button');\n","  inputElement.parentElement.appendChild(cancel);\n","  cancel.textContent = 'Cancel upload';\n","  const cancelPromise = new Promise((resolve) => {\n","    cancel.onclick = () => {\n","      resolve(null);\n","    };\n","  });\n","\n","  // Wait for the user to pick the files.\n","  const files = yield {\n","    promise: Promise.race([pickedPromise, cancelPromise]),\n","    response: {\n","      action: 'starting',\n","    }\n","  };\n","\n","  cancel.remove();\n","\n","  // Disable the input element since further picks are not allowed.\n","  inputElement.disabled = true;\n","\n","  if (!files) {\n","    return {\n","      response: {\n","        action: 'complete',\n","      }\n","    };\n","  }\n","\n","  for (const file of files) {\n","    const li = document.createElement('li');\n","    li.append(span(file.name, {fontWeight: 'bold'}));\n","    li.append(span(\n","        `(${file.type || 'n/a'}) - ${file.size} bytes, ` +\n","        `last modified: ${\n","            file.lastModifiedDate ? file.lastModifiedDate.toLocaleDateString() :\n","                                    'n/a'} - `));\n","    const percent = span('0% done');\n","    li.appendChild(percent);\n","\n","    outputElement.appendChild(li);\n","\n","    const fileDataPromise = new Promise((resolve) => {\n","      const reader = new FileReader();\n","      reader.onload = (e) => {\n","        resolve(e.target.result);\n","      };\n","      reader.readAsArrayBuffer(file);\n","    });\n","    // Wait for the data to be ready.\n","    let fileData = yield {\n","      promise: fileDataPromise,\n","      response: {\n","        action: 'continue',\n","      }\n","    };\n","\n","    // Use a chunked sending to avoid message size limits. See b/62115660.\n","    let position = 0;\n","    do {\n","      const length = Math.min(fileData.byteLength - position, MAX_PAYLOAD_SIZE);\n","      const chunk = new Uint8Array(fileData, position, length);\n","      position += length;\n","\n","      const base64 = btoa(String.fromCharCode.apply(null, chunk));\n","      yield {\n","        response: {\n","          action: 'append',\n","          file: file.name,\n","          data: base64,\n","        },\n","      };\n","\n","      let percentDone = fileData.byteLength === 0 ?\n","          100 :\n","          Math.round((position / fileData.byteLength) * 100);\n","      percent.textContent = `${percentDone}% done`;\n","\n","    } while (position < fileData.byteLength);\n","  }\n","\n","  // All done.\n","  yield {\n","    response: {\n","      action: 'complete',\n","    }\n","  };\n","}\n","\n","scope.google = scope.google || {};\n","scope.google.colab = scope.google.colab || {};\n","scope.google.colab._files = {\n","  _uploadFiles,\n","  _uploadFilesContinue,\n","};\n","})(self);\n","</script> "]},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Saving for.jfif to for.jfif\n","\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 67ms/step\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Predicted Class: forest\n","Confidence: 0.99923944\n"]}],"source":["# 12. Predict a New Image\n","\n","\n","from google.colab import files\n","uploaded = files.upload()\n","img_path = list(uploaded.keys())[0]\n","\n","class_names = ['buildings','forest','glacier','mountain','sea','street']\n","img = image.load_img(img_path, target_size=(150,150))\n","img_array = image.img_to_array(img)\n","img_array = img_array / 255.0\n","img_array = np.expand_dims(img_array, axis=0)\n","\n","# Predict using trained CNN model\n","prediction = model.predict(img_array)\n","\n","predicted_class = class_names[np.argmax(prediction)]\n","confidence = np.max(prediction)\n","\n","# Display image with prediction\n","plt.imshow(img)\n","plt.title(f\"Prediction: {predicted_class} ({confidence:.2f})\")\n","plt.axis(\"off\")\n","plt.show()\n","\n","print(\"Predicted Class:\", predicted_class)\n","print(\"Confidence:\", confidence)"]}],"metadata":{"colab":{"provenance":[],"mount_file_id":"1ZdExUDiWiK9861hS4mh8YSBMKZw5NjVM","authorship_tag":"ABX9TyNBLwZC0EkytuXDKr4RfwGA"},"kernelspec":{"display_name":"Python 3","name":"python3"},"language_info":{"name":"python"}},"nbformat":4,"nbformat_minor":0}