A collection of mathematical notes about various machine-learning related topics.

Supervised Learning

• Dangers of L2 loss
• Causality and its implications for supervised learning

Probability and Information Theory

• Decomposition of uncertainty into aleatoric and epistemic terms

Reinforcement Learning

• The Applicability Limits of Rejection-Sampling Fine-Tuning