Bayesian Inference from Scratch in Python
How SHAP values are computed, in a few simple Python lines
The typical bayesian interview question, solved with PyMC3
Create random forest from scratch in Python
Create word embeddings simply from scratch
Simple boosting trees, for regression and classification in python from scratch
Singular value decomposition from scratch
PCA dimensionality reduction from scratch
Linear regression, ridge regression, logistic regression with r2 score from scratch in Python
Hypothesis testing, confidence interval
