CSE-574-Machine_Learning

Project 1- Modeling Slump Flow of concrete

Task 1: Compare Unregularized (Linear) and Regularized (Rideg, Lasso) regression on Slump Flow of concrete using Cross Validation.

SlumpFlowValidation.py

Task 2: Generate graph for Reguarization path - co-oefficient vs weight of sample data on Slump Flow

RegularizationPathGraph.py

Output:

Project 2- Decision Tree

The project aims to demonstrate the Fitting Classification Tree, Fitting Regression Tree, Bagging and Random Forests, and Boosting of dependency tree in Tree Based methods.

TreeBasedClassification.Rmd