videoZero3Blue1Brown
3Blue1Brown
Builds intuition that makes later ML, control, physics, and signal processing far easier.
videoZeroKhan Academy
Khan Academy
Broad free math curriculum that works well as the first stop for true beginners.
videoZeroKhan Academy
Khan Academy
Fastest way to repair algebra, precalculus, calculus, probability, and statistics gaps.
videoFoundationKhan Academy
Khan Academy
Straightforward path into descriptive stats, probability, inference, and distributions.
videoFoundationMIT OCW
MIT OCW
The canonical linear algebra course for ML, graphics, controls, robotics, and quantum work.
courseFoundationOpenStax
OpenStax
Reliable free calculus text for foundations and reference.
courseFoundationOpenIntro
OpenIntro
Practical statistics text with applied focus for experiments, modeling, and data analysis.
courseBuildMIT OCW
MIT OCW
Needed for inference, uncertainty, Bayes, RL, decision-making, and experimentation.
videoBuildStatQuest
StatQuest
Excellent reinforcement for regression, PCA, trees, boosting, p-values, and model evaluation.
courseAdvancedStanford
Stanford
High-value for controls, inverse problems, operations research, signal processing, and advanced ML.
docsAdvancedSymPy
SymPy
Turns symbolic math into executable notebooks and research tooling.
videonan3Blue1Brown
3Blue1Brown
Visual intuition for calculus, linear algebra, probability, neural nets, and mathematical thinking.
datasetnanHugging Face
Hugging Face
Open math-focused pretraining corpus.
reponanGitHub
GitHub
Great for theorem-prover style math and formal reasoning.
datasetnanHugging Face
Hugging Face
Very large open math corpus with web, code, and synthetic math components.
videonanStatQuest
StatQuest
Clear explanations of statistics, ML models, PCA, boosting, and evaluation.
AI Power Progress iA