Krishna Kumar MahtoinTowards Data ScienceOne-Hot-Encoding, Multicollinearity and the Dummy Variable TrapThis article discusses about the Dummy Variable Trap stemming from the multicollinearity problem11 min read·Jul 8, 2019--11--11
Krishna Kumar MahtoinTowards Data ScienceDemystifying Maths of Gradient BoostingThis article discusses the concepts behind the math of Gradient Boosting algorithm10 min read·Feb 25, 2019--5--5
Krishna Kumar MahtoinTowards Data ScienceDemystifying Maths of SVM — Part 2This article discusses why slack variables were introduced into the optimization objective of SVM13 min read·Feb 6, 2019--2--2
Krishna Kumar MahtoinTowards Data ScienceDemystifying Maths of SVMDeriving the optimization objective of the Support Vector Machine for a linearly separable dataset with a detailed discourse on each step10 min read·Jan 6, 2019--13--13