Building a Chrome Extension From Scratch : Level 01I love Chrome extensions. They make everything easier like listening to music, learning new languages, setting study timers, and so much more. I have one for almost every need! But instead of just using extensions, why not try building one yourself? ...Dec 16, 2024·7 min read·10
Recommendation Systems : An IntroductionRecommendation systems are on everyone's resumes. We have seen countless YouTube tutorials on clichéd movie recommendation or book recommendation systems. But how do you move past them? How are recommendation systems built from scratch, and how can y...Nov 14, 2023·4 min read·82
Random Forest : Intuition and ImplementationRandom Forest is a bagging ensemble learning method that builds a collection of decision trees and combines their predictions to make accurate and reliable predictions. Intuition: Wisdom of the Crowd Random Forest is like a team of decision trees wo...Jul 8, 2023·3 min read·40
Bagging Ensemble LearningSupercharge Your Machine Learning Models with Ensemble LearningJul 7, 2023·4 min read·54
Voting Ensemble TechniquesIntuition In a voting ensemble, each model is trained independently on the same training data or different subsets of the training data. Once trained, these models make predictions on unseen data. The ensemble then combines these predictions using a ...Jul 6, 2023·4 min read·26
The Perceptron TrickLinearly Classifiable Dataset Perceptron Trick The perceptron trick, also known as the perceptron learning rule or the delta rule, is a simple algorithm used for training a binary linear classifier called the perceptron. Understanding this will help...Jun 26, 2023·3 min read·166
Lasso Regression or L1 RegularizationWhat does L1 mean? In Lasso Regression, we add a penalty term to the loss function during model training. The penalty term is proportional to the sum of the absolute values of the coefficients. We calculate the penalty term using the L1 norm, which i...Jun 25, 2023·2 min read·21
