Technical notes

Learning

Lecture notes, derivations, and worked ideas — equations, diagrams, and code, kept legible.

/2 min read

The Geometry of Gradient Descent

Why the negative gradient is the direction of steepest descent — and what the learning rate is really controlling.

  • optimization
  • calculus
  • machine-learning