A roadmap to Data Science, Machine Learning and Deep Learning

This is just an opinionated collection of resources that I have found useful over the years. I recommend to read them in the order presented here.

1. R for Data Science (there's also a second edition)
2. OpenIntro Statistics
3. An Introduction to Statistical Learning with Applications in R (there's also a version on Python)
4. Python for Data Science (Udemy course)
5. Dive into Deep Learning

Advanced Resources

• The Deep Learning book
• Information Theory, Inference and Learning Algorithms
• Reinforcement Learning: An Introduction