MathToModels · House #36,479

What it is

Calls itself “course”.

• Calls itself: course

“A free, browser-only course that teaches AI engineering from first principles.”

Where it puts itself

Claims “only free site with a real learner model”.

• Superlative claim: only free site with a real learner model

“It's the only free site with a real learner model.”

“No sign-up, no tracking, progress saved locally.”

What it costs

A free tier, free forever.

• Free plan: free forever

“Free forever”

Who it sells to

Sells to consumers. Made for Students, data scientists and developers.

• Sells to: consumers
• Made for: Students · data scientists · developers

“A free, browser-only course that teaches AI engineering from first principles.”

“Students, developers moving into AI, and data scientists who want a clear map of what to learn.”

How it runs

A web app. Runs locally and works offline. AI is the core of the product. Built with Netlify and Google Analytics.

• Kind: web
• Runs where: on the device, offline
• AI role: core to the product
• Built with: Netlify
• Analytics: Google Analytics

“A free, browser-only course that teaches AI engineering from first principles.”

“A free, browser-only course that teaches AI engineering from first principles. 66 interactive topics covering math, ML, deep learning, LLMs, RAG and agents.”

What it works with

Names LangGraph, Netlify and 1 more on its pages.

• Names: LangGraph · Netlify · Python

“LangGraph”

“MathToModels”

What it offers as proof

Live, no waitlist. Claims “66 interactive topics”. Try it without signing up.

• Number claimed: 66 interactive topics
• Trial asks for: nothing

“No sign-up, no tracking, progress saved locally.”

“No sign-up. No credit card. Just open the platform and start with any subject.”