Linear-Regression on The Probability Enginehttps://carlosdanieljimenez.com/tags/linear-regression/Recent content in Linear-Regression on The Probability EngineHugo -- 0.147.3en-usThu, 12 Mar 2026 00:00:00 +0000Statistical Learning: Foundations, Bias-Variance and the Art of Estimationhttps://carlosdanieljimenez.com/post/2026-03-12-statistical-learning-foundations/Thu, 12 Mar 2026 00:00:00 +0000https://carlosdanieljimenez.com/post/2026-03-12-statistical-learning-foundations/A rigorous walkthrough of ISLP Chapter 2 fundamentals — from the formal definition of f(X) to the bias-variance decomposition, Bayes classifiers, and KNN — with Python code, real datasets, and connections to epistemology and learning theory.