# 11 Incredibly Useful Data Science Resources

I recently released this list to new subscribers and wanted to make sure all my previous subscribers got it as well. I hope you enjoy it!!

**Hands-On Machine Learning with Scikit-Learn and TensorFlow**

Start here. I am convinced this is the best book on applied ML.

The ultimate guide to learning Pandas to process and crunch data.

Learn the fundamental algorithms by coding them from scratch.

**Introduction to Linear Algebra**

The best book to refresh your linear algebra. It also has online courses.

My favorite book for beginners on Bayesian data analysis.

**Introduction to Statistical Learning**

An amazing introduction to statistical learning methods.

Great micro-courses on practical data science skills.

**The Matrix Calculus You Need for Deep Learning**

The best resource to better understand the math for deep learning

A great introduction to many deep learning topics

An amazing series of courses from basics to image and text processing.

Still one of the best ML courses. Just do the homework in Python.

**Python Data Analysis and Visualization**

As a bonus, my course which fills the gap of end-to-end analytics.