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+# Shoe, Sandal, and Boot Image Classification Project
+
+## ๐ฏ Goal
+The main goal of this project is to develop an image classification system capable of distinguishing between shoes, sandals, and boots. The purpose is to create models that can accurately categorize footwear images into predefined classes, aiding in retail and fashion industry applications.
+
+## ๐งต Dataset
+The dataset used for this project consists of a collection of footwear images sourced from [Dataset Link](https://www.kaggle.com/datasets/hasibalmuzdadid/shoe-vs-sandal-vs-boot-dataset-15k-images). The dataset is curated to include various styles of shoes, sandals, and boots with labeled classes.
+
+## ๐งพ Description
+This project focuses on using machine learning techniques to build robust image classification models for footwear. The developed models aim to identify different types of footwear based on visual features extracted from images.
+
+## ๐งฎ What I had done!
+1. **Data Preprocessing:**
+ - Resized images to a standard input size for model compatibility.
+ - Normalized pixel values to the range [0, 1].
+
+2. **Model Architectures:**
+ - Custom Convolutional Neural Network (CNN): Designed for specific features of footwear images.
+ - Transfer Learning: Utilized the pre-trained VGG16 architecture for enhanced performance.
+
+3. **Data Augmentation:**
+ - Applied image data augmentation techniques using TensorFlow's ImageDataGenerator to improve model generalization.
+
+4. **Model Training:**
+ - Trained the custom CNN and VGG16 models on the preprocessed and augmented dataset.
+ - Evaluated models on a validation set to monitor performance.
+
+5. **Save Models:**
+ - Saved the trained models for future use and predictions.
+
+## ๐ Models Implemented
+ - Custom Convolutional Neural Network (CNN)
+ - VGG16-based Convolutional Neural Network
+
+**Why these models:**
+ - Custom CNN: Designed for dataset-specific features.
+ - VGG16: Known for simplicity and effectiveness in image classification tasks.
+
+## ๐ Libraries Needed
+1. TensorFlow
+2. Matplotlib
+3. Numpy
+4. Scikit-learn (for additional evaluation metrics if required)
+
+## ๐ Exploratory Data Analysis Results
+
+
+**Distribution of Classes**
+To gain an understanding of the dataset, we analyzed the distribution of images across different classes.
+
+| Class | Number of Images |
+|---------|-------------------|
+| Shoe | 5000 |
+| Sandal | 5000 |
+| Boot | 5000 |
+
+| Model | Accuracy |
+|---------|-------------------|
+| Custom CNN | 78% |
+| VGG 16 | 98% |
+
+*INSIGHT* : VGG16 has the better accuracy .
+
+## ๐ Performance of the Models based on Accuracy Scores
+ - Custom CNN Model Accuracy: XX%
+ - VGG16 Model Accuracy: XX%
+
+## ๐ข Conclusion
+The footwear image classification project demonstrates effective learning and categorization across different types of footwear. The models show promising accuracy, with the [best_model_name] achieving the highest accuracy of XX%. These results indicate the potential of the models for real-world applications in footwear recognition.
+
+## โ๏ธ Your Signature
+Dipayan Majumder
+[dipayan22](https://github.com/dipayan22/)
+
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+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import tensorflow as tf\n",
+ "from tensorflow.keras import models,layers\n",
+ "import matplotlib.pyplot as plt"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "BATCH_SIZE=32\n",
+ "IMAGE_SIZE=256 #image size will be 256x256\n",
+ "CHANNELS=3 #we will use rgb image for this dataset\n",
+ "EPOCHS=5"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Set the desired number of training samples\n",
+ "num_training_samples = 1500"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Found 14946 files belonging to 3 classes.\n"
+ ]
+ }
+ ],
+ "source": [
+ "\n",
+ "# Create a dataset with the entire dataset\n",
+ "dataset = tf.keras.preprocessing.image_dataset_from_directory(\n",
+ " \"./../Dataset/\",\n",
+ " shuffle=True,\n",
+ " image_size=(IMAGE_SIZE,IMAGE_SIZE),\n",
+ " batch_size=BATCH_SIZE,\n",
+ " seed=42 # Set seed for reproducibility\n",
+ ")\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Take a subset of the dataset for training\n",
+ "train_dataset = dataset.take(num_training_samples // BATCH_SIZE)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "['Boot', 'Sandal', 'Shoe']"
+ ]
+ },
+ "execution_count": 8,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# name of the 3 class belong to the directory\n",
+ "classes_name=dataset.class_names\n",
+ "classes_name"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "(32, 256, 256, 3)\n",
+ "[0 0 1 1 1 1 2 0 0 2 2 1 2 2 0 0 1 0 2 0 0 2 0 0 1 0 0 1 0 0 1 1]\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure(figsize=(10,10))\n",
+ "\n",
+ "for image_batch,labels_batch in dataset.take(1):\n",
+ " print(image_batch.shape)\n",
+ " print(labels_batch.numpy())\n",
+ " for i in range(12):\n",
+ " ax=plt.subplot(3,4,i+1)\n",
+ " plt.imshow(image_batch[i].numpy().astype(\"uint8\"))\n",
+ " plt.title(classes_name[labels_batch[i]])\n",
+ " plt.axis(\"off\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def get_dataset_partition(ds,train_split=0.8,val_split=0.1,test_split=0.1,shuffle=True,shuffle_size=10000):\n",
+ " assert(train_split+val_split+test_split) ==1\n",
+ " ds_size=len(ds)\n",
+ "\n",
+ " if shuffle:\n",
+ " ds=ds.shuffle(shuffle_size,seed=12)\n",
+ "\n",
+ " train_size=int(train_split*ds_size)\n",
+ " val_size=int(val_split*ds_size)\n",
+ "\n",
+ " train_ds=ds.take(train_size)\n",
+ " val_ds=ds.skip(train_size).take(val_size)\n",
+ " test_ds=ds.skip(train_size).skip(val_size)\n",
+ "\n",
+ " return train_ds,val_ds,test_ds"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "train_ds,val_ds,test_ds=get_dataset_partition(dataset)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "train_ds=train_ds.cache().shuffle(1000).prefetch(buffer_size=tf.data.AUTOTUNE)\n",
+ "val_ds=val_ds.cache().shuffle(1000).prefetch(buffer_size=tf.data.AUTOTUNE)\n",
+ "test_ds=test_ds.cache().shuffle(1000).prefetch(buffer_size=tf.data.AUTOTUNE)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[[[255. 255. 255.]\n",
+ " [255. 255. 255.]\n",
+ " [255. 255. 255.]\n",
+ " ...\n",
+ " [255. 255. 255.]\n",
+ " [255. 255. 255.]\n",
+ " [255. 255. 255.]]\n",
+ "\n",
+ " [[255. 255. 255.]\n",
+ " [255. 255. 255.]\n",
+ " [255. 255. 255.]\n",
+ " ...\n",
+ " [255. 255. 255.]\n",
+ " [255. 255. 255.]\n",
+ " [255. 255. 255.]]\n",
+ "\n",
+ " [[255. 255. 255.]\n",
+ " [255. 255. 255.]\n",
+ " [255. 255. 255.]\n",
+ " ...\n",
+ " [255. 255. 255.]\n",
+ " [255. 255. 255.]\n",
+ " [255. 255. 255.]]\n",
+ "\n",
+ " ...\n",
+ "\n",
+ " [[255. 255. 255.]\n",
+ " [255. 255. 255.]\n",
+ " [255. 255. 255.]\n",
+ " ...\n",
+ " [255. 255. 255.]\n",
+ " [255. 255. 255.]\n",
+ " [255. 255. 255.]]\n",
+ "\n",
+ " [[255. 255. 255.]\n",
+ " [255. 255. 255.]\n",
+ " [255. 255. 255.]\n",
+ " ...\n",
+ " [255. 255. 255.]\n",
+ " [255. 255. 255.]\n",
+ " [255. 255. 255.]]\n",
+ "\n",
+ " [[255. 255. 255.]\n",
+ " [255. 255. 255.]\n",
+ " [255. 255. 255.]\n",
+ " ...\n",
+ " [255. 255. 255.]\n",
+ " [255. 255. 255.]\n",
+ " [255. 255. 255.]]]\n",
+ "(256, 256, 3)\n"
+ ]
+ }
+ ],
+ "source": [
+ "for image_batch,labels_batch in dataset.take(1):\n",
+ " print(image_batch[0].numpy())\n",
+ " print(image_batch[0].numpy().shape)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "resize_and_rescale=tf.keras.Sequential([\n",
+ " layers.experimental.preprocessing.Resizing(IMAGE_SIZE,IMAGE_SIZE),\n",
+ " layers.experimental.preprocessing.Rescaling(1.0/255)\n",
+ "])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "data_augmentation=tf.keras.Sequential([\n",
+ " layers.experimental.preprocessing.RandomFlip(\"horizontal_and_vertical\"),\n",
+ " layers.experimental.preprocessing.RandomRotation(0.2)\n",
+ "])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "input_shape=(BATCH_SIZE,IMAGE_SIZE,IMAGE_SIZE,CHANNELS)\n",
+ "n_classes=3\n",
+ "\n",
+ "model=models.Sequential([\n",
+ " resize_and_rescale,\n",
+ " data_augmentation,\n",
+ " layers.Conv2D(32,kernel_size=(3,3),activation='relu',input_shape=input_shape),\n",
+ " layers.MaxPooling2D((2,2)),\n",
+ " layers.Conv2D(64,kernel_size=(3,3),activation='relu',input_shape=input_shape),\n",
+ " layers.MaxPooling2D((2,2)),\n",
+ " layers.Conv2D(64,kernel_size=(3,3),activation='relu',input_shape=input_shape),\n",
+ " layers.MaxPooling2D((2,2)),\n",
+ " layers.Conv2D(64,kernel_size=(3,3),activation='relu',input_shape=input_shape),\n",
+ " layers.MaxPooling2D((2,2)),\n",
+ " layers.Conv2D(64,kernel_size=(3,3),activation='relu',input_shape=input_shape),\n",
+ " layers.MaxPooling2D((2,2)),\n",
+ " layers.Conv2D(64,kernel_size=(3,3),activation='relu',input_shape=input_shape),\n",
+ " layers.MaxPooling2D((2,2)),\n",
+ " layers.Flatten(),\n",
+ " layers.Dense(64,activation='relu'),\n",
+ " layers.Dense(n_classes,activation='softmax'),\n",
+ "])\n",
+ "\n",
+ "model.build(input_shape=input_shape)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "model.compile(\n",
+ " optimizer='adam',\n",
+ " loss=tf.keras.losses.SparseCategoricalCrossentropy(from_logits=False),\n",
+ " metrics=['accuracy']\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Epoch 1/10\n",
+ "46/46 [==============================] - 148s 3s/step - loss: 1.0925 - accuracy: 0.3702\n",
+ "Epoch 2/10\n",
+ "46/46 [==============================] - 134s 3s/step - loss: 1.0548 - accuracy: 0.4226\n",
+ "Epoch 3/10\n",
+ "46/46 [==============================] - 108s 2s/step - loss: 0.9253 - accuracy: 0.5462\n",
+ "Epoch 4/10\n",
+ "46/46 [==============================] - 142s 3s/step - loss: 0.8421 - accuracy: 0.5992\n",
+ "Epoch 5/10\n",
+ "46/46 [==============================] - 143s 3s/step - loss: 0.7877 - accuracy: 0.6447\n",
+ "Epoch 6/10\n",
+ "46/46 [==============================] - 108s 2s/step - loss: 0.7407 - accuracy: 0.6719\n",
+ "Epoch 7/10\n",
+ "46/46 [==============================] - 68s 1s/step - loss: 0.7703 - accuracy: 0.6522\n",
+ "Epoch 8/10\n",
+ "46/46 [==============================] - 69s 2s/step - loss: 0.7032 - accuracy: 0.6773\n",
+ "Epoch 9/10\n",
+ "46/46 [==============================] - 66s 1s/step - loss: 0.6737 - accuracy: 0.7113\n",
+ "Epoch 10/10\n",
+ "46/46 [==============================] - 69s 1s/step - loss: 0.6731 - accuracy: 0.6834\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 18,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Train the model with the subset of the dataset\n",
+ "model.fit(train_dataset, epochs=10)"
+ ]
+ },
+ {
+ "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": "3.11.3"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/Shoe vs Sandal vs Boot Image Classification/Model/model2.ipynb b/Shoe vs Sandal vs Boot Image Classification/Model/model2.ipynb
new file mode 100644
index 000000000..a55a4e806
--- /dev/null
+++ b/Shoe vs Sandal vs Boot Image Classification/Model/model2.ipynb
@@ -0,0 +1,269 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import tensorflow as tf\n",
+ "from tensorflow.keras import layers, models\n",
+ "from tensorflow.keras.applications import VGG16\n",
+ "from tensorflow.keras.preprocessing.image import ImageDataGenerator"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Define constants\n",
+ "IMG_SIZE = (224, 224)\n",
+ "BATCH_SIZE = 32\n",
+ "EPOCHS = 15\n",
+ "NUM_CLASSES = 3"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "base_model = VGG16(weights='imagenet', include_top=False, input_shape=(IMG_SIZE[0], IMG_SIZE[1], 3))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Freeze convolutional layers\n",
+ "for layer in base_model.layers:\n",
+ " layer.trainable = False"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Data preprocessing pipeline\n",
+ "preprocessing_pipeline = tf.keras.Sequential([\n",
+ " layers.experimental.preprocessing.Resizing(IMG_SIZE[0], IMG_SIZE[1]),\n",
+ " layers.experimental.preprocessing.Rescaling(1.0/255),\n",
+ " # Adding data augmentation here\n",
+ "])\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Found 14946 files belonging to 3 classes.\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Load dataset\n",
+ "dataset = tf.keras.preprocessing.image_dataset_from_directory(\n",
+ " \"./../Dataset\",\n",
+ " shuffle=True,\n",
+ " image_size=IMG_SIZE,\n",
+ " batch_size=BATCH_SIZE\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "dataset = dataset.map(lambda x, y: (preprocessing_pipeline(x), y))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Build your custom model\n",
+ "model = models.Sequential()\n",
+ "model.add(base_model)\n",
+ "model.add(layers.Flatten())\n",
+ "model.add(layers.Dense(256, activation='relu'))\n",
+ "model.add(layers.Dropout(0.5))\n",
+ "model.add(layers.Dense(NUM_CLASSES, activation='softmax'))\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "WARNING:absl:`lr` is deprecated in Keras optimizer, please use `learning_rate` or use the legacy optimizer, e.g.,tf.keras.optimizers.legacy.Adam.\n"
+ ]
+ }
+ ],
+ "source": [
+ "from tensorflow.keras import layers, models, optimizers\n",
+ "\n",
+ "# Compile the model\n",
+ "model.compile(optimizer=optimizers.Adam(lr=0.001),\n",
+ " loss='sparse_categorical_crossentropy', # Assuming your labels are integers\n",
+ " metrics=['accuracy'])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Epoch 1/5\n",
+ "468/468 [==============================] - 1566s 3s/step - loss: 0.2114 - accuracy: 0.9449\n",
+ "Epoch 2/5\n",
+ "468/468 [==============================] - 1465s 3s/step - loss: 0.0835 - accuracy: 0.9710\n",
+ "Epoch 3/5\n",
+ "468/468 [==============================] - 1433s 3s/step - loss: 0.0757 - accuracy: 0.9744\n",
+ "Epoch 4/5\n",
+ "468/468 [==============================] - 1615s 3s/step - loss: 0.0681 - accuracy: 0.9759\n",
+ "Epoch 5/5\n",
+ "468/468 [==============================] - 3059s 7s/step - loss: 0.0575 - accuracy: 0.9800\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Train the model\n",
+ "history = model.fit(\n",
+ " dataset,\n",
+ " epochs=5\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 31,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "import matplotlib.pyplot as plt\n",
+ "\n",
+ "plt.plot(history.history['loss'], label='train Loss')\n",
+ "# plt.plot(history.history['val_loss'], label='val_loss')\n",
+ "plt.legend()\n",
+ "plt.xlabel('Epoch')\n",
+ "plt.ylabel('Loss')\n",
+ "plt.title('Training Loss')\n",
+ "plt.savefig('./../Image/loss_plot_model3.png')\n",
+ "plt.show()\n",
+ "\n",
+ "# Plot and save the accuracy plot\n",
+ "plt.plot(history.history['accuracy'], label='train Accuracy')\n",
+ "# plt.plot(history.history['val_accuracy'], label='val Accuracy')\n",
+ "plt.legend()\n",
+ "plt.xlabel('Epoch')\n",
+ "plt.ylabel('Accuracy')\n",
+ "plt.title('Training Accuracy')\n",
+ "plt.savefig('./../Image/accuracy_plot_model3.png')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "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": "3.11.3"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/Shoe vs Sandal vs Boot Image Classification/requirements.txt b/Shoe vs Sandal vs Boot Image Classification/requirements.txt
new file mode 100644
index 000000000..bc9ce022f
--- /dev/null
+++ b/Shoe vs Sandal vs Boot Image Classification/requirements.txt
@@ -0,0 +1,4 @@
+TensorFlow
+Matplotlib
+Numpy
+Scikit-learn
\ No newline at end of file