Online courses and materials to study data science and related subjects
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Data Science / Machine Learning
- Python Data Science Handbook by Jake VanderPlas
- R for Data Science
- Machine Learning from Coursera
- Machine Learning A-Z from Udemy
- Advanced Introduction to Machine Learning with Andrew Ng at Stanford
- In-depth introduction to machine learning in 15 hours by the authors of "Elements of Statistical Learning"
- Cognitive Class from IBM
- Data Science at the Command Line by Jeroen Janssens
- Neural Networks (YouTube playlist from 3blue1brown)
- Neural Networks and Deep Learning Book
- Kaggle Ensembling Guide
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Related math contents
- Probability
- Statistics
- The Basics (Youtube playlist from StatQuest)
- Jake Vanderplas - Statistics for Hackers - PyCon 2016
- Statistics without the Agonizing Pain
- Resampling: The New Statistics by Julian L. Simon
- Linear Algebra
- The Essence of Linear Algebra (YouTube playlist from 3blue1brown)
- Calculus
- The Essence of Calculus (YouTube playlist from 3blue1brown)
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Blogs