Data Distribution Shift | Covariate Shift | Label Shift | Concept Drift | Explained with Example скачать в хорошем качестве

Data Distribution Shift | Covariate Shift | Label Shift | Concept Drift | Explained with Example

🎥 Next Video: Model Retraining Strategies :-    • Data Distribution Shift | Covariate Shift ...   🎥 Related Video: Bayes' Theorem :-    • Bayes' theorem for Machine Learning | Law ...   👉In this video, we break down what Data Distribution Shift really is, why it happens in real-world systems, and how it degrades model performance over time. 🎯 Learning Objectives ✅ Understand what is Data Distribution Shift? ✅ Learn the role of Bayes’ Theorem ✅ Clearly distinguish between Covariate Shift, Label Shift, and Concept Drift ✅ Explore common detection techniques 👉 Maths for ML Playlist:    • Maths for AI & ML   🕔 Time Stamp 🕘 00:00:00 - 00:00:32 Introduction 00:00:33 - 00:01:20 What is Data Distribution Shift? 00:01:21 - 00:02:01 Types of Data Distribution Shift- Bayes' Theorem 00:02:02 - 00:03:33 Covariate Shift 00:03:34 - 00:07:23 Label Shift 00:07:24 - 00:08:49 Concept Drift 00:08:50 - 00:10:52 Detection Technique 00:10:53 - 00:11:33 What's Next? 🤔 #ai #ml #dds #data #distribution #shift