Answer:
The importance of generalization are as follow:
- The generalization bounds are basically used in various ranking algorithm for supporting various vector machine and it is very helpful in the system.
- The generalization bounds are helpful for minimize and reducing the empirical convex risk in the system.
- It is also important for handling and controlling the complex hypothetical spaces also handle various types of VC dimensions complexity.
- The generalization bounds are basically free from all the distribution bounds so that is why it is used in many probability measures.