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.