Probability Theory

Summary

The mathematical language for reasoning about uncertainty — combining probabilities, conditional probability, and Bayes' theorem — foundational for everything from Naive Bayes to model confidence.

• 1Work through basic probability problems (dice, cards, simple events).
• 2Learn conditional probability with a concrete, worked example.
• 3Study Bayes' theorem and one classic application (e.g. medical testing false positives).