Advanced Regression: LR, Ridge & LASSO
Ordinary regressions is usually sufficient, but here we implement Ridge and LASSO regression to introduce the concept of regularization
Recent posts
Using tree-based methods for predicting tumor type
Using decision trees and random forests to predict if a breast cancer tumor is malignate or benighn
Linear Regression & KNN Classifier
In this project we use the famous Iris dataset for classification using linear regression and k-Nearest Neighbors
Predicting Property Crime: Cleaning and Transforming Data
Given crime data for Florida for 2017 (source: UCR:FBI)
Dimensionality Reduction with Partial least squares (PLS) regression
A large number of features can cause for regression models, so we will use PLS Regression on the Florida crime (2017) dataset