This is a review of Data Science from Scratch by Joel Grus. This book will teach you the methods used for data science and machine learning. First it will show you the basics of the python language, then how to visualize data with matplotlib. It moves on to probability and statistics and then machine learning methods. After explaining the methods it starts to build up functions in python that will apply what has been learnt. It's an excellent introduction to Data Science