Experiments

This section contains small machine learning exercises. Ideally each note is set to be independent and can be reused as a reference.

Logistic Regression

Binary logistic regression as a Bernoulli model: setup, cross-entropy objective, and gradient-based fitting.

Ordinary least squares as a linear mean model: setup, normal equations, and gradient updates.