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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 28,472 7,948 Updated Jun 25, 2024

Statistical Rethinking course and book package

R 2,340 619 Updated Aug 23, 2024

Implementation of Markov Chain Monte Carlo in Python from scratch

Jupyter Notebook 226 87 Updated Aug 20, 2020

Statistical Rethinking Course for Jan-Mar 2023

R 2,369 267 Updated Nov 28, 2023

Analyzes 10 years of SEC 10-K filings from S&P 50 firms using NLP and Guided LDA to evaluate ESG communication clarity and detect greenwashing. Introduces the Greenwashing Risk Index (GRI) to measu…

Jupyter Notebook 1 1 Updated Nov 4, 2025
Jupyter Notebook 1 1 Updated Oct 23, 2025

Your new Mentor for Data Science E-Learning.

Jupyter Notebook 14,311 2,495 Updated Oct 14, 2025

Code and slides of my YouTube series called "Audio Signal Proessing for Machine Learning"

Jupyter Notebook 1,309 444 Updated Jan 18, 2026

Code that accompanies the book "Linear Algebra for Data Science"

Jupyter Notebook 399 197 Updated Oct 7, 2024

From the Specialization of Mathematics for Machine Learning and Data Science by DeepLearning.AI from Coursera.

Jupyter Notebook 82 26 Updated Mar 24, 2025

A series of Python Jupyter notebooks that help you better understand "The Elements of Statistical Learning" book

Jupyter Notebook 908 283 Updated Jul 18, 2021

SQL data analysis & visualization projects using MySQL, PostgreSQL, SQLite, Tableau, Apache Spark and pySpark.

Jupyter Notebook 1,650 575 Updated Jul 18, 2022
Jupyter Notebook 1 Updated Oct 1, 2024

Course Related

Jupyter Notebook 1 Updated Sep 13, 2024