This is the companion code repository for the book ‘Deep Learning Framework PyTorch: Getting Started and Practice (2nd Edition)’. It provides Jupyter Notebook tutorials covering PyTorch fundamentals including tensors, autograd, neural network modules (nn), data loading, and GPU acceleration. The repository also includes practical deep learning projects such as image captioning, neural style transfer, character-level RNN for text generation, GANs for anime generation, and image classification.