Statistical learning theory
Definition
Statistical learning theory (SLT) is a branch of statistics and computer science that …
Generalization
Rademacher complexity
Definition
Rademacher complexity evaluates how well a hypothesis class can correlate with random …
Domain Adaptation
Definition
Domain adaptation addresses the challenge when training and testing data come from …
Double Descent
Definition
Double descent challenges the traditional bias-variance tradeoff by showing that highly …
Zero-shot Learning
Definition
Zero-shot learning enables a machine learning model to classify instances of classes that …
Overfitting
Definition
Overfitting occurs when a model learns the training data too well, including its random …
Domain
Definition
In machine learning, particularly in transfer learning, a domain is defined by two …