Data Science from Scratch - 2nd Edition by Joel Grus (Paperback)

Data Science from Scratch is a comprehensive guide to learning data science, covering both the tools and underlying principles.

With updated material on deep learning, statistics, and natural language processing, this book provides a crash course in Python programming and teaches readers how to collect, explore, clean, munge, and manipulate data.

The author, Joel Grus, is a research engineer at the Allen Institute for Artificial Intelligence and has experience working as a software engineer at Google and a data scientist at several startups.

This book is perfect for those with an aptitude for mathematics and some programming skills who want to get started as a data scientist.