Open source learning materials on GitHub: "Data Science Roadmap". The author has compiled some open learning tutorials and designed different learning routes according to the level of junior, intermediate and senior. It mainly includes statistics and probability, Python basics and tool applications, data cleaning and visualization, machine learning and crawling, deep learning and model content.