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Lesson 12 of 20 · Patterns and Data
Probability and statistics in ML
ML relies on probability: Bayes' theorem for updating beliefs, maximum likelihood for parameter estimation, and distributions for modeling uncertainty.
- Probability theory underpins machine learning.
- Bayes' theorem updates beliefs with new evidence.
Think about it
What is principal component analysis (PCA)?