ML-CM-Project

Project for the Machine Learning & Computational Mathematics for Learning and Data Analysis 2020/2021 @ University of Pisa

Machine Learning

Project A+CM

Implementation of various models for classification,regression task on:

• Monk
• ML CUP

The models that implemented are the following:

• SVM/SVR with different kernels
• Multi Layer Perceptron (MLP)

Computational Mathematics for Learning and Data Analysis

Project 14

(Model) is a SVR-type approach of your choice (in particular, with one or more kernels of your choice).

(Algorithm) is a dual approach with appropriate choices of the constraints to be dualized, where the Lagrangian Dual is solved by an algorithm of the class of deflected subgradient methods. Reference: 1 - 2