Courses about AI + Math

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The Math Needed for AI/ML (Complete Roadmap)

 🤖Calculus + AI  Content type: Video
youtube.com·

ml-from-scratch-book/code: Companion code for Machine Learning From Scratch — 10 core ML algorithms built from scratch with NumPy, compared with Scikit-learn and PyTorch.

 🔥PyTorch  Content type: Code
github.com··Hacker News

Generalizing Perron--Frobenius theory and eigenvector-based centralities to networks with complex edge weights

 🤖Linear Algebra + AI  Content type: Academic
arxiv.org·

Quivers: a year of linear algebra by drawing arrows

 🤖Linear Algebra + AI  Content type: Blog
lisyarus.github.io··Hacker News

Xiao-Qing Meng in nLab

 🤖Calculus + AI
ncatlab.org·

Awesome List Updated on Jun 10, 2026

 📈Optimization
trackawesomelist.com·

Training an LLM in Swift, Part 2: macOS built-in frameworks

 📈Optimization  Content type: Blog
cocoawithlove.com··Hacker News

The power-spectrum tensor in steady-state systems and its role in quantum friction

 🤖Linear Algebra + AI
iopscience.iop.org·

Principal Component Analysis (PCA): Theory, Mathematics, and Applications

 🤖Linear Algebra + AI  Content type: Blog
towardsai.net·

What's in the Box? A Field Guide to AI Models

 📈Optimization  Content type: Blog
iankduncan.com·

Elements of Cryptanalysis: From Al-Kindi to Post-Quantum Standards — Elements of Cryptanalysis: From Al-Kindi to Post-Quantum Standards

 🤖Linear Algebra + AI
bnaskrecki.faculty.wmi.amu.edu.pl·

FreeBridge: Variational Schr\"odinger Bridges for Cellular Transition Dynamics

 📈Optimization  Content type: Academic
arxiv.org·

List StarWhisper on Hacker News (Show HN)

 📈Optimization  Content type: Discussion
news.ycombinator.com··Hacker News

devenjarvis/lathe: Generate hands-on, multi-part technical tutorials on demand, with LLM skills tuned to make content approachable. Then you work through them yourself, by hand ✋

 🔥PyTorch  Content type: Code
github.com··DEV, Hacker News

a place for friends of OpenJDK

 🤖Transformers
foojay.io·

The SEI CERT Coding Standard for Fortran | CMU Software Engineering Institute

 🤖Linear Algebra + AI  Content type: Academic  Content type: Blog
sei.cmu.edu·

What an LLM Actually Does With Your Prompt First

 🤖Transformers
siliconopera.com·

Linear Transformation as Deformation: From Circle to Ellipsoid

 🤖Linear Algebra + AI  Content type: Blog
medium.com·
Less-relevant results

What’s New in vcpkg (May 2026)

 🎲Bayesian Inference  Content type: Blog
devblogs.microsoft.com·

Phase transition in large language models and the criticality of natural languages

 🤖Transformers  Content type: Academic
arxiv.org·

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