Implicit differentiation for fast hyperparameter selection in non-smooth convex learning.
Quentin BertrandQuentin KlopfensteinMathurin MassiasMathieu BlondelSamuel VaiterAlexandre GramfortJoseph SalmonPublished in: CoRR (2021)
Keyphrases
- learning algorithm
- learning systems
- supervised learning
- knowledge acquisition
- learning tasks
- online learning
- learning process
- prior knowledge
- cross validation
- mobile learning
- active learning
- machine learning
- objective function
- background knowledge
- training data
- learning problems
- selection algorithm
- learning scheme
- globally optimal