M06.4 CONNECT THE MECHANISM
Factor a joint distribution into smaller pieces
The lawn is wet at dawn. Did it rain? Learn how a few arrows tame a billion-row probability table, and why spotting the sprinkler makes rain less likely.
LESSON OVERVIEW11 min lesson
Lesson overview
The lawn is wet at dawn. Did it rain? Learn how a few arrows tame a billion-row probability table, and why spotting the sprinkler makes rain less likely.
What you’ll explore
- Bayesian networks and factor graphs encode a probability factorization; inference combines local factors to answer conditional questions while respecting hidden dependencies.
GO TO THE SOURCE
Original explanations, connected to the research.
Artificial Intelligence: A Modern Approach — authors’ materialsDeep Learning — probability and information theorySuggest a correction
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