Stefan Hrouda-RasmusseninTowards Data ScienceLogistic RegressionA deep introduction to multiclass logistic regression with theory and Python implementation·6 min read·Mar 27, 2023----
Stefan Hrouda-RasmussenMy first month as a Medium partnerHow much did I earn? What is my experience? What did I learn? Will I continue?·4 min read·Oct 13, 2022----
Stefan Hrouda-RasmusseninTowards Data ScienceLinear Discriminant AnalysisAn introduction to Linear Discriminant Analysis (LDA) with theory and Python implementation·4 min read·Apr 9, 2021----
Stefan Hrouda-RasmusseninTowards Data ScienceQuadratic Discriminant AnalysisA deep introduction to Quadratic Discriminant Analysis (QDA) with theory and Python implementation·6 min read·Apr 2, 2021----
Stefan Hrouda-RasmusseninTowards Data ScienceOverview of ClassifiersA gentle introduction to classification, overview of models, and important concepts therein·5 min read·Mar 30, 2021----
Stefan Hrouda-RasmusseninTowards Data ScienceHow to improve your linear regression with basis functions and regularizationIntroduction to basis functions and regularization with theory and Python implementation·4 min read·Mar 25, 2021--2--2
Stefan Hrouda-RasmusseninTowards Data ScienceHow linear regression actually works — theory and implementationWe derive the maximum likelihood estimate and implement it·7 min read·Mar 22, 2021--1--1
Stefan Hrouda-RasmusseninTowards Data ScienceWhat is Bayesian inference?From intuitive explanation to mathematical theory with a classic coin toss example·9 min read·Mar 18, 2021----
Stefan Hrouda-RasmusseninTowards Data ScienceThe curse of dimensionalityAn intuitive demonstration of the curse of dimensionality, and what we can do to combat it·5 min read·Mar 15, 2021--1--1
