Rcambier’s Blog - Artificial Intelligence topics, usually from scratch in Python

Bayesien Inference from Scratch

Bayesien Inference from Scratch in Python

SHAP values from scratch

How SHAP values are computed, in a few simple Python lines

Bayesian riddle

The typical bayesian interview question, solved with PyMC3

Random forest

Create random forest from scratch in Python

Word embedding

Create word embeddings simply from scratch

Gradient Boosting trees

Simple boosting trees, for regression and classification in python from scratch

SVD

Singular value decomposition from scratch

PCA

PCA dimensionality reduction from scratch

Linear regression & Logistic regression

Linear regression, ridge regression, logistic regression with r2 score from scratch in Python

Hypothesis testing

Hypothesis testing, confidence interval