Machine Learning

Flood Mapping with Random Forest: Sentinel-1 & Sentinel-2 in Google Earth Engine (Kerala Floods 2018 Case Study)

by

In August 2018, Kerala experienced its worst flooding in nearly a century after extreme monsoon rainfall. Alappuzha — a low-lying district criss-crossed by the Pamba and Achankovil rivers and the Vembanad backwaters — was among the worst affected. This post is the complete, cell-by-cell companion to the Flood Mapping with Machine Learning & Remote Sensing … Read more

Understanding Multicollinearity in Regression and How to Deal With It

by

In this article we will learn about what is multicollinearity in regression? and how to handle it. Introduction – What is Multicollinearity? Multicollinearity is a condition in regression analysis, where two or more independent variables in the regression model are having higher mutual correlation. In other words, multicollinearity occurs when there exist a linear relationship … Read more