Gurjinder KaurinTowards Data ScienceBoosting Algorithms in Machine Learning, Part I: AdaBoostUnderstanding the logic behind AdaBoost and implementing it using Python·13 min read·Jan 5, 2024----
Gurjinder KaurinTowards Data ScienceDoes Bagging Help to Prevent Overfitting in Decision Trees?Understand why decision trees are highly prone to overfitting and its potential remedies·12 min read·Dec 13, 2023--4--4
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 hood·12 min read·Nov 25, 2023--1--1
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 split·14 min read·Nov 17, 2023--2--2
Gurjinder KaurinTowards Data ScienceEntropy and Gini IndexUnderstanding how these measures help us quantify uncertainty in a dataset·7 min read·Nov 5, 2023--10--10
Gurjinder KaurLinear Regression and Gradient Descent in PythonUnderstanding and visualizing linear regression cost function and gradient descent12 min read·Aug 31, 2022----
Gurjinder KaurinTowards Data ScienceEvaluation Metrics for Classification: Beyond AccuracyUnfolding Confusion Matrix, Precision, Recall, F1 Score, and ROC Curve·13 min read·Feb 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…·5 min read·Apr 21, 2020----
