Introduction to Gradient Descent | How Models Minimize Loss
Summary
This video provides a foundational introduction to Gradient Descent, a crucial algorithm in machine learning that explains how AI models optimize and improve their performance. It's highly useful for students and educators looking to understand core AI/ML concepts, providing a strong basis for further learning in the field of artificial intelligence.
Description
In this video, Varun sir will break down Gradient Descent—one of the most important algorithms in machine learning—in the simplest way possible. Whether you're a beginner in AI, Machine Learning, or Deep Learning, this video will give you a strong foundation to understand how models improve over time. #cnn #ann #deeplearning #neuralnetworks -------------------------------------------------------------------------------------------------------------------------------------- Timestamps: 00:00 – Introduction 00:25 – What is Loss Function? 01:35 – Types of Gradient Descent 05:16 – Gradient Descent Formula 07:23 – Derivative Calculation -------------------------------------------------------------------------------------------------------------------------------------- 👉Subscribe to our new channel:https://www.youtube.com/@varunainashots Subject-wise playlist Links: -------------------------------------------------------------------------------------------------------------------------------------- ►Design and Analysis of algorithms (DAA): https://www.youtube.com/playlist?list=PLxCzCOWd7aiHcmS4i14bI0VrMbZTUvlTa ►Software Engineering (Complete Playlist): https://www.youtube.com/playlist?list=PLxCzCOWd7aiEed7SKZBnC6ypFDWYLRvB2 ►Database Management System: https://www.youtube.com/playlist?list=PLxCzCOWd7aiFAN6I8CuViBuCdJgiOkT2Y ►Cloud Computing: https://www.youtube.com/playlist?list=PLxCzCOWd7aiHRHVUtR-O52MsrdUSrzuy4 ► Theory of Computation https://www.youtube.com/playlist?list=PLxCzCOWd7aiFM9Lj5G9G_76adtyb4ef7i ►Artificial Intelligence: https://www.youtube.com/playlist?list=PLxCzCOWd7aiHGhOHV-nwb0HR5US5GFKFI ►Computer Networks (Complete Playlist): https://www.youtube.com/playlist?list=PLxCzCOWd7aiGFBD2-2joCpWOLUrDLvVV_ ►Operating System: https://www.youtube.com/playlist?list=PLxCzCOWd7aiGz9donHRrE9I3Mwn6XdP8p ►Structured Query Language (SQL): https://www.youtube.com/playlist?list=PLxCzCOWd7aiHqU4HKL7-SITyuSIcD93id ►Discrete Mathematics: https://www.youtube.com/playlis
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