Mathematics Overview

Overview page for area "Mathematics"

🧮 math

This is the overview page for area 🧮 Mathematics.

Mathematics is the language of nature. Or at least the best thing that humans have at disposal to understand nature. This is a collection of posts around computer science, machine learning, reinforcement learning and other research-y topics I am involved in.

Latest Pages

Everything LLMs
Machine Learning literature
Hypothesis Testing
Topics in Bayesian Machine Learning
The Gaussian Cheatsheet
Diffusion Models
Cross-Entropy, Label Smoothing, and Focal Loss
Differential Entropy
Higher-order gradients in PyTorch, Parallelized
Notes on OOD Generalization
Raw notes on Interpretable Machine Learning
Gradient Boosted Decision Trees: A Recap
Decision Theory
Beyond Bayes
Big Picture Papers
Machine Learning courses
Topics in Numerical Analysis
The Gibbs distribution and general Bayes
Why is Bayesian inference hard?
Orthogonal projectors and linear regression
Discovering Taylor series the hard way
Linear Algebra Done Right
ML Fragments
An Introduction to Epipolar Geometry
RL: Tricks of the Trade
Deriving the Cross Entropy Method
The Stein Gradient
Policy Gradients in a Nutshell
When does SGD work well?
The beauty of Bayesian Learning
Visualizing the Confusion Matrix
The magic of Automatic Differentiation
A Primer on Projective Geometry
Introduction to RANSAC