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Machine Learning

Math Foundations4

Vectors and the dot product
Derivatives and gradients, without the fear
Probability, conditional probability, and Bayes' theorem
Descriptive statistics and feature scaling

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Machine Learning

Math Foundations4

Vectors and the dot product
Derivatives and gradients, without the fear
Probability, conditional probability, and Bayes' theorem
Descriptive statistics and feature scaling

Supervised Learning6

Training & Evaluation4

Unsupervised Learning & Ensembles3

Neural Networks4

Tools & Practice6

Learn Machine Learning Math Foundations

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Probability, conditional probability, and Bayes' theorem

What a probability actually is, how to combine and update them, and the theorem that powers an entire family of classic ML models.

14 min readUpdated 2026-09-03machine-learningmathprobabilitybayes-theoremnaive-bayes