Keyphrases
- function classes
- data dependent
- vc dimension
- agnostic learning
- learning algorithm
- special case
- generalization bounds
- target function
- regression model
- real valued functions
- sample complexity
- learning problems
- learning theory
- reproducing kernel hilbert space
- reinforcement learning
- upper bound
- uniform distribution
- generalization ability
- cross validation
- model selection
- optimal solution