Welcome to the CNN Image Classifier repository! Here you will find a powerful image classification tool built using PyTorch and FastAPI. This project features model training, evaluation metrics, visualizations, and a convenient web interface for real-time predictions. Additionally, we have included comprehensive documentation and Jupyter notebooks to aid your understanding.
- Model Training: Train your own custom image classification models.
- Evaluation Metrics: Assess the performance of your models with various metrics.
- Visualizations: Visualize results and insights from the model training process.
- Web Interface: Make real-time predictions through a user-friendly web interface.
- Documentation: Detailed documentation to guide you through using the image classifier.
- Jupyter Notebooks: Hands-on examples and tutorials available in Jupyter notebooks.
- Repository Name: cnn-image-classifier
- Short Description: A CNN-based image classifier built with PyTorch and FastAPI.
- Topics: cifar10, cnn, computer-vision, deep-learning, fastapi, image-classification, machine-learning, ml-project, python, pytorch
- Link to Releases: Download and Execute
To get started with the CNN Image Classifier, follow these simple steps:
- Clone the repository to your local machine.
- Install the necessary dependencies by running
pip install -r requirements.txt. - Train your own image classification model using the provided Jupyter notebooks.
- Evaluate the model performance and visualize the results.
- Start the FastAPI server to access the web interface for real-time predictions.
The CNN Image Classifier offers a seamless experience for building and deploying image classification models. Whether you are new to deep learning or an experienced practitioner, this tool provides the flexibility and convenience you need to succeed in your projects.
Visit the GitHub Releases page to download the latest version of the CNN Image Classifier and unleash the power of convolutional neural networks in your image classification tasks.
Stay up to date with the latest updates and enhancements to the CNN Image Classifier by following our GitHub repository. We are committed to continuously improving the tool to meet your evolving needs in the field of computer vision and deep learning.
Thank you for choosing the CNN Image Classifier for your image classification projects. Let's embark on this exciting journey together! 🌟