[Solved] CS5691: Pattern recognition and Machine Learning Programming Assignment 1

Name: [Solved] CS5691: Pattern recognition and Machine Learning Programming Assignment 1
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Datasets: Dataset 1: 1-dimensional (Univariate) input data Dataset 2: 2-dimensional (Bivariate) input data Dataset 3: Multivariate real world data Regression Tasks: Task 1. Polynomial curve fitting for Dataset 1 Task 2. Linear model for regression using polynomial basis functions for Dataset 2 Task 3. Linear model for regression using Gaussian basis functions for Datasets 2 and 3 Regularization methods:

No regularization in Tasks 1, 2 and 3
Quadratic regularization in Tasks 1, 2 and 3
Tikhonov regularization in Task 3