Your path to understanding AI starts here.

Learn how AI really works, from the first principles to the systems shaping our world. One connected idea at a time.

No math background required to startGo as deep as you like

What are you curious about?

≈ 22 HOURS

Language models

How does a language model turn a prompt into a response?

98 lessons
≈ 16 HOURS

Image generation

How can a model create an image from noise and a description?

72 lessons
≈ 17 HOURS

Video generation

How can a generator keep objects and events consistent across frames?

79 lessons
≈ 13 HOURS

Speech & audio

How does a system recognize speech and generate sound?

60 lessons
≈ 11 HOURS

Robotics

How does a robot connect sensing, planning, and control?

55 lessons
≈ 13 HOURS

Computer vision

How does a system recognize and locate objects in an image?

65 lessons
≈ 16 HOURS

Agents & tool workflows

How does an agent choose, execute, and check a tool action?

71 lessons
≈ 18 HOURS

Search & grounded answers

How does a system retrieve evidence and use it in an answer?

86 lessons
≈ 10 HOURS

Prediction & anomaly detection

How does a predictor learn from examples and flag unusual cases?

45 lessons
≈ 7 HOURS

Time-series forecasting

How can a system predict future values without using future information?

34 lessons
≈ 9 HOURS

Recommender systems

How does a system rank items and learn from the choices it influences?

45 lessons
≈ 7 HOURS

Games, planning & decisions

How does a system choose actions whose consequences unfold over time?

34 lessons
≈ 13 HOURS

Scientific AI

How can learned models support simulation and scientific discovery?

65 lessons
≈ 20 HOURS

Multimodal systems

How does a model connect words, pictures, sound, and other observations?

94 lessons
≈ 21 HOURS

Edge & alternative computing

How can AI run under device limits, and when do alternative architectures help?

100 lessons
≈ 12 HOURS

Fast decision models

How can a model make fast, typed decisions that software can act on?

48 lessons

16 system paths, with shared foundations and optional extensions. Explore all 39 modules, math side lessons, and projects in the full draft curriculum.

Your understanding carries forward.

What you demonstrate in one path counts in the next. Explore a new system without repeating foundations you already know.