LightGBM Optimizations | Gradient Based One Side Sampling(GOSS) | Exclusive Feature Bundling( EFB) скачать в хорошем качестве

LightGBM Optimizations | Gradient Based One Side Sampling(GOSS) | Exclusive Feature Bundling( EFB)

🎥 Next Video: Categorical Boosting:-    • CatBoost Optimizations | Ordered Target En...   👉 In this video, we will understand Light Gradient Boosting Machine (LightGBM) and why it is faster and more efficient than traditional Gradient Boosting methods. 🎯 Learning Objectives ✅ Understand what is LightGBM? ✅ Learn the algorithmic optimizations behind LightGBM ✅ Understand Gradient-based One Side Sampling (GOSS) with example ✅ Understand Exclusive Feature Bundling (EFB) with example ✅ Learn how leaf-wise tree growth works in LightGBM 👉 Maths for ML Playlist:    • Maths for AI & ML   🕔 Time Stamp 🕘 00:00:00 - 00:00:40 What is Light Gradient Boosting Machine (GBM)? 00:00:41 - 00:01:04 Algorithmic Optimization 00:01:05 - 00:02:45 Gradient- based One Side Sampling (GOSS) 00:02:45 - 00:03:10 GOSS Example 00:03:11 - 00:05:25 Exclusive Feature Bundling (EFB) 00:05:25 - 00:05:52 EFB Example 00:05:53 - 00:07:26 Leaf-Wise Tree Growth Strategy 00:07:27 - 00:08:04 Leaf-Wise Tree Growth Strategy Example 00:08:05 - 00:08:33 What's Next? 🤔 #ml #ai #gbm #algorithmicoptimization #regularization #goss