machine learning

ML Cheat Sheet.pdf

machine learning is the study of computer algorithms that can improve automatically through experience (E), mostly through data, of performing a task (T) as measured by a performance measure (P).

For example, a classifier could detect spam emails (task T) by comparing its guesses with the model answer (experience E) until it scores a higher rate of correct classifications (performance P).

Foundations

• Minerva CS113 Linear Algebra (Spring 2023)
• multivariable calculus
• probability theory

Paradigms

• supervised learning
• unsupervised learning
• semi-supervised learning
• self-supervised learning
• deep learning
• reinforcement learning