Published inLevel Up CodingBuilding Strong Foundations: Understanding SOLID PrinciplesIn the world of software development, writing code that is not only functional but also maintainable and scalable is crucial. Software…May 28, 20241May 28, 20241
Published inTDS ArchiveLaplace smoothing in Naïve Bayes algorithmSolving the zero probability problem in Naïve Bayes algorithmNov 22, 20203Nov 22, 20203
Published inTDS ArchiveUnderstanding Naïve Bayes algorithmA probabilistic classifierNov 8, 2020Nov 8, 2020
Published inTDS ArchiveDealing with Imbalanced datasetTechniques to handle imbalanced dataOct 18, 2020Oct 18, 2020
Published inTDS ArchiveText Vectorization: Term Frequency — Inverse Document Frequency (TFIDF)A technique for converting text into finite length vectorsOct 4, 20201Oct 4, 20201
Published inTDS ArchiveText Vectorization: Bag of Words (BoW)How to convert text features into vectors?Sep 28, 20201Sep 28, 20201
Published inTDS ArchivePerformance Metrics: Receiver Operating Characteristic (ROC)- Area Under Curve (AUC)Understanding ROC — AUC performance metric with an exampleSep 21, 2020Sep 21, 2020
Published inTDS ArchivePerformance Metrics: Confusion matrix, Precision, Recall, and F1 ScoreUnraveling the confusion behind the confusion matrixSep 14, 20207Sep 14, 20207
Published inTDS ArchivePerformance Metrics: AccuracyHow good is your machine learning model?Sep 7, 2020Sep 7, 2020
Published inTDS ArchiveLocal Outlier Factor (LOF) — Algorithm for outlier identificationDetection of the anomaly using LOF valuesAug 31, 202017Aug 31, 202017
