Mathematics for AI / ML / LLM
Complete math foundation for AI, ML & LLMs
A structured, open-source curriculum covering 25 domains of mathematics essential for AI, Machine Learning, and Large Language Models - from foundational concepts to cutting-edge research. Includes 115+ interactive Jupyter notebooks with theory, exercises, and visualizations.
MathFreeintermediateself-paced
Submitted by @kiraRoadmap (5 steps)
1
Core Math Foundations
self-paced#Mathematical Foundations#Linear Algebra#Calculus#Multivariate Calculus
2
Probability, Statistics & Optimization
self-paced#Probability Theory#Statistics#Optimization#Information Theory
3
ML & Deep Learning Math
self-paced#ML-Specific Math#Neural Networks#Transformers#Loss Functions & Activations
4
LLM Math & Production
self-paced#Attention Mechanisms#Scaling Laws#RLHF/DPO Math#Evaluation & Alignment
5
Research Frontiers
self-paced#Statistical Learning Theory#Causal Inference#Game Theory#Differential Geometry