learn-ds-and-ml

learn-data-science-and-machine-learning

Mathematics

• (Book, Free) Mathematics for Machine Learning
• (Book, Free) A Programmer’s Introduction to Mathematics

Python Tools

• (GitHub) Scientific Visualization: Python + Matplotlib
• (GitHub) 100 numpy exercises (with solutions)
• (GitHub) Practice your pandas skills!

Learn SQL

• (Book, Free) PostgreSQL. Основы языка SQL
• (Online, Free) PostgreSQL Exercises
• (Online, Free) Интерактивный учебник по SQL и (Online, Free) Упражнения по SQL

Classic Machine Learning

• (Online, Free) Учебник по машинному обучению от ШАД
• (Online, Free) mlcourse.ai - open Machine Learning course by OpenDataScience (ods.ai)
• (Book, Free) Python Data Science Handbook

Deep Learning

• (Book, Free) Deep Learning, book by Ian Goodfellow, Yoshua Bengio, and Aaron Courville
• (Book, Free) Neural Networks and Deep Learning by Michael Nielsen

Statistical Learning

• (Book, Free) An Introduction to Statistical Learning with applications in R/Python

Bonus

• Short Kaggle Courses about all related topics