This is the second edition of a PyTorch practical tutorial book covering three sections: PyTorch fundamentals for beginners, industrial applications including computer vision, NLP, and large language models, and deployment with ONNX and TensorRT. The repository includes both the book content and accompanying code examples for learners to build proficiency in deep learning engineering.