A comprehensive list of free resources for learning data science.
- Datacamp selected free courses.
- Dataquest free trial.
- A really good tutorial on OOP for data science.
- The Hitchhiker's Guide to Python.
- Automate the Boring Stuff with Python.
- Python for Everybody.
- Python Data Science Handbook.
- Introduction to Machine Learning with Python.
- Google's machine learning crash course.
- Scikit-learn workshop material by Andreas Mueller, core contributor to Scikit-learn.
- Applied machine Learning material from Columbia University.
- Machine learning with python github repo with numerous tutorials.
- Notes on data science & machine learning by Chris Albon.
- Machine lerning (theory) flashcards by Chris Albon.
- Introduction to Machine Learning with Scikit-learn.
- Natural Language Processing with Python.
- Hands on Machine Learning with Scikit-learn and Tensorflow.
- A curated list of widely cited papers on machine learning.
- FastAI practical deep learning for coders.
- Practical Statistics for Data Scientists.
- Think Stats.
- Bayesian Methods for Hackers.
- Statistics in Plain English.
- Computer Age Statistical Inference.
- Machine learning system design - data engineering, Stanford lecture notes by Chip Huyen.