The exhaustive list of topics in Statistical Learning Theory and Applications in which we provide Help with Homework Assignment and Help with Project is as follows:
- Voting classifiers
- Error of boosting
- Support vector machines
- Bernstein's inequality
- Hoeffding
- Hoeffding-Chernoff
- Khinchine inequality
- Vapnik-Chervonenkis
- Symmetrization
- Pessimistic VC inequality
- Optimistic VC inequality
- VC subgraph
- Packing and covering numbers
- Kolmogorov's chaining
- Dudley's entropy integral
- Convex hull
- Uniform entropy
- Error bound
- Sparsity
- Martingale-difference inequalities
- Martingale inequalities
- Neural networks
- Kernel methods
- Talagrand's convex-hull distance inequality
- Talagrand's two-point inequality
- Entropy tensorization technique
- Stein's method