All lessons
graphical-models
2 free lessons tagged graphical-models across AI. Each one is a short sequence of focused steps with narration and a five-question quiz at the end — take them in any order, no signup required.
AI
advancedCausal Discovery: Learning the Graph
If the graph is an assumption, can you learn it from data instead? Conditional independence testing, the equivalence classes that limit what is knowable, and what changes when unmeasured confounders are allowed.
8 steps·~12 min
AI
advancedWhy Correlation Is Not Enough
The formal machinery that makes causal questions answerable: structural causal models, graphs as assumptions you can inspect, the three ways variables become associated, and why prediction and intervention are different problems.
8 steps·~12 min