Data science libraries, frameworks, modules, and toolkits are great for doing data science, but they’re also a good way to dive into the discipline without actually understanding data science. In this book, you’ll learn how many of the most fundamental data science tools and algorithms work by implementing them from scratch.
Name of the resource Data Science from Scratch (Joel Grus)
Link where to find the resource http://shop.oreilly.com/product/0636920033400.do
A short description
Additional notes The author is currently working on a second edition (see his GitHub repo). See the authors website: http://joelgrus.com/books/