Concept dictionary
Curriculum Learning
Curriculum training is an approach where examples are organized in a deliberate order, often from easier to harder, to help the model learn more effectively.
- Review state
- Reviewed in POC
- Freshness
- Current
- Version
- 2
Also called
- Curriculum Learning
- Curriculum Training
Remember it this wayTraining has a sequence, and the sequence can be designed.
In plain language
Curriculum learning controls the order or difficulty of training examples instead of presenting them in an arbitrary sequence. A common design introduces easier or clearer examples before harder ones.
Why it matters
Example order can affect optimization and what the model learns first. A curriculum may help training, but it also embeds a judgment about difficulty and progression.
Example
A vision model first trains on large, centered objects and later receives smaller objects in cluttered scenes.
Common misconception
Curriculum learning does not guarantee better results, and a useful curriculum is not always easy-to-hard. The ordering must fit the task and be evaluated.
Related terms
Sources
- Yoshua Bengio and colleagues, “Curriculum Learning”introduces training strategies that organize examples in a meaningful progression.
Learn more
- Compare [[training|Training]], [[dataset|Dataset]], [[supervised-learning|Supervised Learning]], and [[evaluation-metric|Evaluation Metric]] to place Curriculum Learning in the surrounding system.
- Follow the cited source material above for the method, standard, or research context behind this draft.