Statistics

Links

- βBayesian Methods for Hackers - Introduction to Bayesian methods + probabilistic programming with a computation/understanding-first, mathematics-second point of view. All in pure Python. (Web)
- βStan - State-of-the-art platform for statistical modeling and high-performance statistical computation.
- βStatistical Thinking for the 21st Century - Open source textbook for statistics, with companions for R and Python. (Code)
- βProbability Distribution Toolbox - Folklore facts on probability distribution learning, testing, and whatever-ing.
- βUncertainty Baselines - High-quality implementations of standard and SOTA methods on a variety of tasks.
- βUncertainty Toolbox - Python toolbox for predictive uncertainty quantification, calibration, metrics, and visualization. (Tweet)
- βCausal Inference for The Brave and True - Light-hearted yet rigorous approach to learning impact estimation and sensitivity analysis. (Code)
- βIntroduction to Modern Statistics Book - College-level open-source textbook with a modern approach highlighting multivariable relationships and simulation-based inference. (Code)
- βDependent probabilities - Interactive visualization to explore dependent probabilities in terms of area and side length of rectangles.

Last modified 13d ago

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