B12 A SMALL STEP SIDEWAYS
A derivative is a local change
Every training step asks "if I nudge this weight, how fast does the loss change?" Zoom in on a curve until two-point slopes settle on one number, the derivative.
LESSON OVERVIEW13 min lesson
Lesson overview
Every training step asks "if I nudge this weight, how fast does the loss change?" Zoom in on a curve until two-point slopes settle on one number, the derivative.
What you’ll explore
- Distinguish a finite-step average rate from a derivative, calculate both for a square, and use a loss slope to choose a small update direction.
GO TO THE SOURCE
Original explanations, connected to the research.
Dive into Deep Learning — calculusOpenStax — use the language of algebraSuggest a correction
A precise note can make an explanation better.
Choose the scene and describe what needs attention. Download a feedback file to share through a channel you already use. This page does not send feedback or connect you with a reviewer.