Materials Data Science

This text covers all of the data science, machine learning, and deep learning topics relevant to materials science and engineering, accompanied by numerous examples and applications. Almost all methods and algorithms introduced  are implemented “from scratch” using Python and NumPy.

The book starts with an introduction to statistics and probabilities, explaining important concepts such as random va...