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+# learn-data-science-and-machine-learning
+
+## Mathematics
+- [(Book, Free) Mathematics for Machine Learning](https://mml-book.github.io/)
+- [(Book, Free) A Programmer's Introduction to Mathematics](https://pimbook.org/)
+
+## Python Tools
+- [(GitHub) Scientific Visualization: Python + **Matplotlib**](https://github.com/rougier/scientific-visualization-book)
+- [(GitHub) 100 **numpy** exercises (with solutions)](https://github.com/rougier/numpy-100)
+- [(GitHub) Practice your **pandas** skills!](https://github.com/guipsamora/pandas_exercises)
+
+## Learn SQL
+- [(Book, Free) PostgreSQL. Основы языка SQL](https://postgrespro.ru/education/books/sqlprimer)
+- [(Online, Free) PostgreSQL Exercises](https://pgexercises.com/)
+- [(Online, Free) Интерактивный учебник по SQL](http://www.sql-tutorial.ru/) и [(Online, Free) Упражнения по SQL](https://sql-ex.ru/?Lang=0)
+
+## Classic Machine Learning
+- [(Online, Free) Учебник по машинному обучению от ШАД](https://education.yandex.ru/handbook/ml)
+- [(Online, Free) mlcourse.ai - open Machine Learning course by OpenDataScience (ods.ai)](https://mlcourse.ai/book/index.html)
+- [(Book, Free) Python Data Science Handbook](https://jakevdp.github.io/PythonDataScienceHandbook/)
+
+
+## Deep Learning
+- [(Book, Free) Deep Learning, book by Ian Goodfellow, Yoshua Bengio, and Aaron Courville](https://www.deeplearningbook.org)
+- [(Book, Free) Neural Networks and Deep Learning by Michael Nielsen](http://neuralnetworksanddeeplearning.com)
+
+
+## Statistical Learning
+- [(Book, Free) An Introduction to Statistical Learning with applications in R/Python](https://www.statlearning.com/)
+
+
+## Bonus
+- [Short Kaggle Courses about all related topics](https://www.kaggle.com/learn)