Curionode Interactive courses, typeset like books

Hard ideas, opened one window at a time.

Curionode publishes self-contained interactive courses. Each one behaves like a laboratory: every figure is computed live in the browser, every idea has a page of its own, and nothing needs installing.

The ML Learning Lab

Three hundred and thirty-eight plates, from a first Python variable to a reinforcement-learning agent — with the statistics, calculus and linear algebra that hold them together.

Enter the lab →ml.curionode.com
Contents 15 volumes · 338 plates
  1. IProgramming23
  2. IINumPy27
  3. IIIStatistics26
  4. IVProbability26
  5. VLinear Algebra28
  6. VIGradient Descent24
  7. VIINeural Networks8
  8. VIIIPyTorch24
  9. IXML Algorithms26
  10. XCalculus25
  11. XIEmbeddings24
  12. XIITransformers24
  13. XIIILLM Practice16
  14. XIVGenerative Models14
  15. XVReinforcement Learning23

The Science Desktop

Two hundred and nineteen simulations across chemistry, biology and physics — titrations, transcription, projectiles — each one a window you open on a desktop and take apart.

Enter the desktop →stem.curionode.com
Contents 4 benches · 219 simulations
  1. ChChemistry94
  2. BiBiology66
  3. PhPhysics47
  4. TlTools & quizzes12

Typeset in

Fraunces, Source Serif 4 and JetBrains Mono, all self-hosted. Mathematics is set in Computer Modern.

What it does not do

No analytics, no cookies, no accounts. Nothing about a reader is recorded anywhere.

Offline

The lab keeps what you have read. Visited plates open again with no network at all.

In preparation

Further courses will appear here as they are finished.