Notes for Self-Study

Purpose

This repository is the latex-based notes for self-learning, mainly for math, statistics and machine learning.

Knowledge Graph

Obsidian Graph

Obsidian 3D Graph

Link to Animation

Adjacency Matrix

Table of Contents

• Boosting Methods

• Causal Inference

• Concentration Inequalities and Non-Asymptotic Analysis

• Deep Learning

• Differential Geometry

• Functional Analysis

• Information Geometry and Optimal Transport

• Measure Theory, Abstract Integration, Probability Theory

• Monte Carlo Methods

• Natural Language Processing

• Peronsal Development

• Probabilistic Graphical Models

• Reinforcement Learning

• Stochastic Process and Statistical Analysis in Infinite Dimensional Space

• Statistical Learning Theory

• Topology

• Other Topics