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


Regression


Probability


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