Published inTDS ArchiveBoosting Algorithms in Machine Learning, Part II: Gradient BoostingUncovering a simple yet powerful, award-winning machine learning algorithmNov 12, 2024Nov 12, 2024
Published inTDS ArchiveBoosting Algorithms in Machine Learning, Part I: AdaBoostUnderstanding the logic behind AdaBoost and implementing it using PythonJan 5, 2024Jan 5, 2024
Published inTDS ArchiveDoes Bagging Help to Prevent Overfitting in Decision Trees?Understand why decision trees are highly prone to overfitting and its potential remediesDec 13, 20234Dec 13, 20234
Published inTDS ArchiveHow Exactly Does a Decision Tree Solve a Regression Problem?Build your own decision tree regressor (from scratch in Python) and uncover what’s under the hoodNov 25, 20231Nov 25, 20231
Published inTDS ArchiveHow does a decision tree know the next best question to ask from the data?Build your own decision tree (from scratch in Python) and understand how it uses entropy to splitNov 17, 20232Nov 17, 20232
Published inTDS ArchiveEntropy and Gini IndexUnderstanding how these measures help us quantify uncertainty in a datasetNov 5, 202310Nov 5, 202310
Linear Regression and Gradient Descent in PythonUnderstanding and visualizing linear regression cost function and gradient descentAug 31, 20222Aug 31, 20222
Published inTDS ArchiveEvaluation Metrics for Classification: Beyond AccuracyUnfolding Confusion Matrix, Precision, Recall, F1 Score, and ROC CurveFeb 4, 2022Feb 4, 2022
Published inILLUMINATIONHow the way of learning determines the lifetime of knowledge in our brainsPeople learn for different reasons and everyone has a different style of doing it. Some learn out of curiosity, some learn to bring a…Apr 21, 2020Apr 21, 2020
