Samy BaladraminTowards Data ScienceData Leakage in Preprocessing, Explained: A Visual Guide with Code Examples10 sneaky ways your preprocessing pipeline leaks2d ago2d ago
Samy BaladraminTowards Data ScienceOversampling and Undersampling, Explained: A Visual Guide with Mini 2D DatasetArtificially generating and deleting data for the greater good5d ago35d ago3
Samy BaladraminTowards Data ScienceMultilayer Perceptron, Explained: A Visual Guide with Mini 2D DatasetDissecting the math (with visuals) of a tiny neural network6d ago76d ago7
Samy BaladraminTowards Data ScienceDiscretization, Explained: A Visual Guide with Code Examples for Beginners6 fun ways to categorize numbers into bins!Oct 222Oct 222
Samy BaladraminTowards Data ScienceGaussian Naive Bayes, Explained: A Visual Guide with Code Examples for BeginnersBell-shaped assumptions for better predictionsOct 12Oct 12
Samy BaladraminTowards Data ScienceDecision Tree Regressor, Explained: A Visual Guide with Code ExamplesTrimming branches smartly with Cost-Complexity PruningOct 104Oct 104
Samy BaladraminTowards Data ScienceK Nearest Neighbor Regressor, Explained: A Visual Guide with Code ExamplesFinding the neighbors FAST with KD Trees and Ball TreesOct 71Oct 71
Samy BaladraminTowards Data ScienceSupport Vector Classifier, Explained: A Visual Guide with Mini 2D DatasetFinding the best “line” to separate the classes? Yeah, sure...Oct 16Oct 16
Samy BaladraminTowards Data ScienceDummy Regressor, Explained: A Visual Guide with Code Examples for BeginnersNaively choosing the best number for all of your predictionSep 262Sep 262
Samy BaladraminTowards Data ScienceLogistic Regression, Explained: A Visual Guide with Code Examples for BeginnersFinding the perfect weights to fit the data inSep 102Sep 102