Sobes.tech
Middle — Senior

What is curriculum learning?

sobes.tech AI

Answer from AI

Curriculum learning is a method of training machine learning models where the training occurs gradually, starting with simple examples and progressing to more complex ones. The idea is similar to human learning: basic concepts are mastered first, followed by more complex ones.

Advantages:

  • Improved model convergence.
  • Enhanced training quality and generalization ability.
  • Reduced risk of getting stuck in local minima.

Example: when training a neural network for image recognition, simple, well-distinguished images are shown first, and then gradually more complex and noisy data are added.