Machine Learning Quick Reference

Introduction to machine learning

Machine learning is about extracting knowledge from data. Machine learning is a form of artificial intelligence (AI) that teaches computers to think in a similar way to how humans do: Learning and improving upon past experiences.

Scope and limitations



Statistics and linear algebra for machine learning

Convex optimization

Data visualization

Hypothesis function and testing

Data distributions

Data preprocessing

Data augmentation

Normalizing data sets

Machine learning models

Supervised learning

Unsupervised learning