What is learning rate impact on cost function?

Updated May 15, 2026

Short answer

Learning rate controls how fast cost is minimized.

Deep explanation

Too high causes divergence; too low slows convergence. It directly affects optimization trajectory.

Real-world example

Tuning neural networks for image classification.

Common mistakes

  • Using constant learning rate without tuning.

Follow-up questions

  • What is adaptive learning rate?
  • What happens if learning rate is zero?

More Cost Function interview questions

View all →