Published inTDS ArchiveYou Think 80% Means 80%? Why Prediction Probabilities Need a Second LookUnderstand the gap between predicted probabilities and real-world outcomesJan 141472Jan 141472
Published inTDS ArchiveGraph Neural Networks Part 2. Graph Attention Networks vs. GCNsA model that pays attention to your graphOct 8, 2024203Oct 8, 2024203
Published inTDS ArchiveGraph Neural Networks Part 1. Graph Convolutional Networks ExplainedNode classification with Graph Convolutional NetworksOct 1, 20243992Oct 1, 20243992
Published inbigdatarepublicExploring the Uncharted Territories of Math in Data ScienceBeyond the usual topics like statistics, calculus, and linear algebraMay 27, 202482May 27, 202482
Published inTDS ArchiveCombining Storytelling and Design for Unforgettable PresentationsHow to craft slide decks that stand outApr 18, 20241143Apr 18, 20241143
Published inTDS ArchiveMonte Carlo Methods DecodedSolving complex problems with simulationsFeb 16, 20245603Feb 16, 20245603
Published inTDS ArchiveFinding Optimal Solutions with Branch and BoundA powerful algorithm for solving discrete optimization problemsDec 5, 20231652Dec 5, 20231652
Published inTDS ArchiveIs This the Solution to P-Hacking?E-values, a better alternative for p-valuesNov 16, 20232084Nov 16, 20232084
Published inTDS ArchiveSneaky Science: Data Dredging ExposedDelve into the motivations and consequences of P-hackingOct 18, 20232011Oct 18, 20232011
Published inTDS ArchiveHarnessing AI for a Better WorldDiscover 5 inspiring topics empowered by artificial intelligenceOct 7, 202389Oct 7, 202389
Published inTDS ArchiveAnt Colony Optimization in ActionSolving optimization problems and enhancing results with ACO in PythonSep 20, 20231471Sep 20, 20231471
Published inTDS ArchiveMeta-Heuristics Explained: Ant Colony OptimizationAn introduction to a lesser-known heuristic based on the behavior of antsSep 4, 20232032Sep 4, 20232032
Published inTDS ArchiveNP-What? Complexity Types of Optimization Problems ExplainedAn introduction to one of the central questions in computer scienceAug 17, 20233993Aug 17, 20233993
Published inTDS ArchiveSoftware Engineering Best Practices for Writing Maintainable ML CodeAdvanced coding tips for data scientistsAug 6, 2023824Aug 6, 2023824
Published inTDS ArchiveOptimizing Connections: Mathematical Optimization within GraphsAn introduction to graph theory and its applicationsJul 28, 20231145Jul 28, 20231145
Published inTDS ArchiveHow to Compare ML Solutions Effectively?Increasing the chances of getting a model to productionJul 6, 20235601Jul 6, 20235601
Published inbigdatarepublicEmbracing the Unknown: Lessons from Chaos Theory for Data ScientistsInsights for understanding the limits of predictive modelsJun 23, 20231656Jun 23, 20231656
Published inTDS ArchiveSimplify Your Machine Learning ProjectsWhy spending a lot of time and effort on a complex model is a bad idea, and what to do insteadMay 10, 20232088May 10, 20232088
Published inTDS ArchiveLocal Search with Simulated Annealing from ScratchGeneric Python code with 3 examplesApr 12, 2023201Apr 12, 2023201
Published inTDS ArchiveWhen Should You Stop Searching?An introduction to optimal stopping and how it relates to data scienceMar 31, 2023891Mar 31, 2023891