Krishna Kumar MahtoinTowards Data ScienceOne-Hot-Encoding, Multicollinearity and the Dummy Variable TrapThis article discusses about the Dummy Variable Trap stemming from the multicollinearity problemJul 8, 201911Jul 8, 201911
Krishna Kumar MahtoinTowards Data ScienceDemystifying Maths of Gradient BoostingThis article discusses the concepts behind the math of Gradient Boosting algorithmFeb 25, 20195Feb 25, 20195
Krishna Kumar MahtoinTowards Data ScienceDemystifying Maths of SVM — Part 2This article discusses why slack variables were introduced into the optimization objective of SVMFeb 6, 20192Feb 6, 20192
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 stepJan 6, 201913Jan 6, 201913