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Machine Learning From Scratch. Bare bones NumPy implementations of machine learning models and algorithms with a focus on accessibility. Aims to cover everything from linear regression to deep lear…

Python 32,451 5,429 Updated Oct 15, 2023

Best Practices on Recommendation Systems

Python 21,850 3,321 Updated Aug 10, 2026

A low-latency prediction-serving system

C++ 1,420 281 Updated Apr 26, 2021
Jupyter Notebook 160 22 Updated Aug 30, 2022

Notebooks, worksheets and homework for STA 663 class

Jupyter Notebook 43 41 Updated Apr 20, 2017

Python/PyMC3 port of the examples in " Statistical Rethinking A Bayesian Course with Examples in R and Stan" by Richard McElreath

Jupyter Notebook 876 256 Updated Jun 15, 2020

aka "Bayesian Methods for Hackers": An introduction to Bayesian methods + probabilistic programming with a computation/understanding-first, mathematics-second point of view. All in pure Python ;)

Jupyter Notebook 28,196 7,914 Updated Jun 25, 2024