Machine learning for people who want to understand what they’re doing.
Interactive courses with real intuition, math and practice. Two ways to read the same material. Immediate feedback. No fluff.
- 01Learn
- 02Practice
- 03Verify
- 04Recall
- 05Apply
- Two learning modesPulse or Deep
- Interactive practicewith instant feedback
- Built for understandingnot memorization
- Free for studentsacademic access
One source, two ways to read it
Pulse and Deep are not two different texts. They render the same source: the same equations, the same code, the same questions. Switch at any time — your answers and progress stay.
Pulse
Short blocks with questions
A 1–3 minute block → 1–3 checks → feedback → next block. For the commute, a break, or a topic that still feels hard.
Deep
Full topic, then questions
The whole topic as one coherent text with derivations, examples and code. Questions collected at the end. For reading at a desk.
The learning loop
Reading is not understanding. So a topic ends with a check, not with “read”.
- 01Live
Learn
Theory in short blocks or in one piece
- 02Live
Practice
Short tasks, 30 seconds to 7 minutes
- 03Live
Verify
Deterministic grading on the server
- 04Planned
Recall
Delayed review a few days later
- 05Planned
Apply
Projects and Python tasks
Courses
Structured, interactive and practice-driven.
Generative Models
PreviewVAEs, GANs, flows and diffusion — derived, not hand-waved.
Deep Learning
Coming soonFrom neural networks to modern architectures.
Mathematics for ML
Coming soonLinear algebra, probability and optimization, with intuition and practice.
ML in Practice
Coming soonBuild, experiment and understand real-world systems.
Prior — a companion that hints but never solves
A Bayesian cat lives next to the exercises. A hint is always one click away and comes in steps: an idea, then a guiding question, then an intermediate step. Prior never gives away the full answer — and honestly marks that you used a hint.
Prior
a Bayesian cat
- 1Nudge
- 2Guiding question
- 3Scaffold
- ✕The full answer
Theory is open. You pay for convenient practice.
Public notes stay free. The subscription covers the interactive part: checks, review and projects.