Phase 2 · Math & Statistics for AI

Topics

Probability Fundamentals

Part of the AI Engineer Roadmap.

Summary

Random variables, events, and basic probability rules — the language models use to express uncertainty in predictions.

How to Learn This

  • 1Review basic probability rules: complement, union, intersection, conditional probability.
  • 2Practice computing probabilities on simple discrete examples (dice, cards).
  • 3Learn independence vs. conditional dependence between events.
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