Foundations of Learning
What a model is, how it measures being wrong, and how it gets less wrong one step at a time. Everything else in the atlas is built on these pages.
In this chapter
■□□ Foundations ■■□ Practitioner ■■■ Research- § 1 What Is a Model? In preparation Level: Foundations
- § 2 Gradient Descent In preparation Level: Foundations
- § 3 On the Learning Rate Read now → Level: Foundations
- § 4 Momentum In preparation Level: Practitioner
- § 5 Linear Regression In preparation Level: Foundations
- § 6 Probability for Learning Machines In preparation Level: Foundations
- § 7 Vectors and Matrices In preparation Level: Foundations
Topics: Probability · Linear algebra · Gradient descent · Linear regression · Formats: Explainers · Plates · Exercises