Model Deep Dives Writing | shubham's notes

Model Deep Dives

Model Deep Dives Apr 5, 2025 - 13 min

CatBoost- Inner Workings and Optimizations

Gradient boosting is a cornerstone technique for modeling tabular data due to its speed and simplicity. It delivers great results without any fuss. When you look around you'll see multiple options like LightGBM, XGBoost, etc. CatBoost is one such variant. In...

Model Deep Dives Mar 21, 2025 - 5 min

SGD Classifier vs Logistic Regression

Among all the classifiers provided by Sklearn, two stand out for their similarities: SGDClassifier and LogisticRegression. So, what differentiates the two? In this post, we will explore the key differences and compare SGD Classifier vs Logistic Regression....