Перейти к содержимому

Gradient Descent From Scratch | End to End Gradient Descent | Gradient Descent Animation

CampusX

0:00 / 0:00

Gradient Descent From Scratch | End to End Gradient Descent | Gradient Descent Animation

436 761 просмотр · 5 л. назад
CampusX
715 тыс. подписчиков
436 761 просмотр · 5 л. назад
This is a comprehensive guide to understanding Gradient Descent. We'll cover the entire process from scratch, providing an end-to-end view. Plus, witness a visual representation with a Gradient Descent animation. Code used: https://github.com/campusx-official/1... Google Tool used: https://developers.google.com/machine... ============================ Do you want to learn from me? Check my affordable mentorship program at : https://learnwith.campusx.in/s/store ============================ 📱 Grow with us: CampusX' LinkedIn:   / campusx-official   CampusX on Instagram for daily tips:   / campusx.official   My LinkedIn:   / nitish-singh-03412789   Discord:   / discord   E-mail us at support@campusx.in ⌚Time Stamps⌚ 00:00 - Intro 01:15 - Summary of Gradient Descent 04:10 - What is gradient descent? 05:22 - Plan of attack 07:25 - Intuition for GD 28:45 - Mathematical Formulation of Gradient Descent 36:11 - Code Demo 47:41 - Creating our own class and methods 57:16 - Vizualizing our class 01:05:05 - Effect of Learning Rate 01:07:33 - Universality of GD 01:10:23 - Performing Gradient Descent by adding 'm' 01:14:15 - Vizualisation 01:23:48 - Code Demo and Vizualization 01:44:35 - Effect of Learning rate 01:49:25 - Effects of Loss Function 01:55:12 - Effect of Data