Published inTowards Data ScienceUsing Optimization to Solve Adversarial ProblemsAn example of simultaneously optimizing two policies for two adversarial agents, looking specifically at the cat and mouse game.2d ago2d ago
Published inTowards Data ScienceAn Overview of Feature SelectionWith a presentation of a rarely used, highly effective method for establishing the predictive power of a given set of featuresJan 710Jan 710
Published inTowards Data ScienceDeep Learning for Outlier Detection on Tabular and Image DataThe challenges and promises of deep learning for outlier detection, including self-supervised learning techniquesJan 33Jan 33
Published inTowards Data SciencePerform Outlier Detection More Effectively Using Subsets of FeaturesIdentify relevant subspaces: subsets of features that allow you to most effectively perform outlier detection on tabular dataNov 24, 20247Nov 24, 20247
Published inTowards Data ScienceSolving the classic Betting on the World Series problem using hill climbingA simple example of hill climbing — and solving a problem that’s difficult to solve without optimization techniquesNov 10, 20245Nov 10, 20245
Published inTowards Data ScienceA Simple Example Using PCA for Outlier DetectionImprove accuracy, speed, and memory usage by performing PCA transformation before outlier detectionNov 2, 20241Nov 2, 20241
Published inTowards Data ScienceAn Introduction to Using PCA for Outlier DetectionA surprisingly effective means to identify outliers in numeric dataOct 22, 2024Oct 22, 2024
Published inTowards Data ScienceFormulaFeatures: A Tool to Generate Highly Predictive Features for Interpretable ModelsCreate more interpretable models by using concise, highly predictive features, automatically engineered based on arithmetic combinations of…Oct 6, 20242Oct 6, 20242
Published inTowards Data ScienceShared Nearest Neighbors: A More Robust Distance MetricA distance metric that can improve prediction, clustering, and outlier detection in datasets with many dimensions and with varying…Sep 19, 20247Sep 19, 20247
Published inTowards Data ScienceAchieve Better Classification Results with ClassificationThresholdTunerA python tool to tune and visualize the threshold choices for binary and multi-class classification problemsSep 7, 20243Sep 7, 20243