awesome-statistics
A curated list of awesome statistics resources
https://github.com/dariubs/awesome-statistics
Last synced: 1 day ago
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Books
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Starter Books
- Statistics Essentials for Dummies - by **Deborah J. Rumsey**
- Naked Statistics: Stripping the Dread from the Data - by **Charles Wheelan**
- Introduction to statistical thought - by **Michael Lavine** - *free*
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Advanced Books
- Forecasting: Methods and Applications
- Applying Contemporary Statistical Techniques
- Multiple Regression And Beyond
- The Signal and the Noise - by **Nate Silver**
- How to Lie with Statistics - by **Darrell Huff**
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Probability Books
- Introduction to Probability - by **Dimitri P. Bertsekas** and **John N. Tsitsiklis** - *free*
- Basic Probability Theory - by **Robert B. Ash** - *free*
- An Introduction to Probability and Random Processes - by **Gian-Carlo Rota** and **Kenneth Baclawski** - *free*
- Probability Cheatsheet - *free*
- Probabilistic Programming & Bayesian Methods for Hackers - by **Cameron Davidson-Pilon** - *free*
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R Books
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Python books for statistics
- An Introduction to Statistics with Python - by **Thomas Haslwanter**
- Think Bayes ,2e - by **Allen B. Downey** - *free*
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YouTube Series
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Python books for statistics
- CrashCourse Statistics
- Statistics - A Full University Course on Data Science Basics - by **Monika Wahi**
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Blogs
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Python books for statistics
- Statistics subreddit
- Statistical Modeling, Causal Inference, and Social Science - **Andrew Gelman**'s blog
- Error Statistics Philosophy - **Deborah Mayo**'s blog
- Hyndsight - **Rob J. Hyndman**'s blog
- Simply Statistics - **Rafa Irizarry**, **Roger Peng**, and **Jeff Leek**'s blog
- R-statistics blog
- Statistics by Jim
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Online Courses
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free courses
- Statistics and probability - **Khan academy**
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Paid courses
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Programming Languages
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