Gurjinder KaurinTowards Data ScienceBoosting Algorithms in Machine Learning, Part I: AdaBoostUnderstanding the logic behind AdaBoost and implementing it using PythonJan 5Jan 5

Gurjinder KaurinTowards Data ScienceDoes 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

Gurjinder KaurinTowards Data ScienceHow 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

Gurjinder KaurinTowards Data ScienceHow 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

Gurjinder KaurinTowards Data ScienceEntropy and Gini IndexUnderstanding how these measures help us quantify uncertainty in a datasetNov 5, 202310Nov 5, 202310

Gurjinder KaurLinear Regression and Gradient Descent in PythonUnderstanding and visualizing linear regression cost function and gradient descentAug 31, 2022Aug 31, 2022

Gurjinder KaurinTowards Data ScienceEvaluation Metrics for Classification: Beyond AccuracyUnfolding Confusion Matrix, Precision, Recall, F1 Score, and ROC CurveFeb 4, 2022Feb 4, 2022

Gurjinder KaurinILLUMINATIONHow 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