For python developers, Think Stats is a beginner friendly introduction to Statistics and Probability. You can either read this book online or download it as a PDF from the official greenteapress website. You can follow the books provided coded examples to learn statistics concepts and practical skills to work with data. This makes learning a lot easier and digesting mathematical equations fun. Code examples and solutions are available from this GitHub repository.

It includes detailed explanations of the fundamental concepts in machine learning, data processing, model evaluation and the typical machine learning workflow. It provides many coded examples using scikit-learn.