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image-classification-with-convolutional-neural-networks-cnn's Introduction

Image Classification with Convolutional Neural Networks (CNN)

Overview

This project implements a Convolutional Neural Network (CNN) for image classification using the CIFAR-10 dataset. The goal is to train a deep learning model to accurately classify images into 10 different classes.

Project Structure

  • src/: Contains the source code for the CNN implementation.

    • cnn_model.py: Python script defining the CNN architecture.
    • train.py: Python script for training the CNN model on the CIFAR-10 dataset.
    • evaluate.py: Python script for evaluating the trained model on test data.
  • notebooks/: Jupyter Notebooks for exploration and analysis.

    • Data_Exploration.ipynb: Notebook exploring the CIFAR-10 dataset.
    • Model_Training.ipynb: Notebook containing the model training process.
  • data/: Placeholder for the CIFAR-10 dataset. Use the https://www.cs.toronto.edu/~kriz/cifar-10-python.tar.gz dataset

Dependencies

  • Python 3.x
  • TensorFlow
  • Matplotlib
  • NumPy

Usage

  1. Clone the repository:

    git clone https://github.com/yourusername/cnn-image-classification.git
    cd cnn-image-classification

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