What is Curriculum Learning in Deep Learning and why can it improve model training?

Curriculum Learning improves neural network training by presenting examples in a meaningful order, typically from easier tasks to harder tasks.

Traditional deep learning training randomly samples data during optimization. Curriculum Learning introduces structured learning progression inspired by human education.

Core idea: Models may learn more effectively if exposed to:

This creates smoother optimization landscapes and improves generalization.

Training progression: