Backprop as Functor: A compositional perspective on supervised learning.
Brendan FongDavid I. SpivakRémy TuyérasPublished in: LICS (2019)
Keyphrases
- complex objects
- supervised learning
- training data
- unsupervised learning
- learning algorithm
- learning tasks
- training set
- machine learning
- multiple instance learning
- statistical learning
- reinforcement learning
- supervised machine learning
- class labels
- training examples
- query language
- active learning
- expectation maximization
- labeled data
- semi supervised learning
- viewpoint
- lower bound
- multiscale
- learning problems
- case study
- decision making
- search engine
- database