The collection
Machine Learning from First Principles
Understand what models learn, how they fail, and how to measure them.
For: Students and software engineers
Prerequisites: Comfort with basic algebra
What does it actually mean for a machine to learn?
Start with the gap between memorizing examples and learning a pattern that survives new data.