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

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: github.com/campusx-official/1...
Google Tool used: developers.google.com/machine...
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⌚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

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It is really shocking how pathetic are NPTEL Professor explaining this same topic. They are from IITs but all the time keep notes in their hand and explain the stuffs arbitrarily, and here is this guy - cool,calm, composed and confident. I am 42, and I guess I am atleast 12 years older than him but still I respect him like anything as a teacher.

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You are Great

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I will never forget gradient descent. Awesome explanation. Thank You

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You nailed it... How beautifully you explained it... with theory, graphs, codes.. this is a complete package...

[@swatibansal4045]

One of the best Gradient descent videos that I have seen on the internet. Amazing visualization, amazing code. Thank you once again for sharing such deep knowledge with your subscribers.

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The way you implement code behind the math of every algorithm makes it super easy ....

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Loved the philosophical angle you've given to Gradient Descent Nitish! :) One might be quite afar from his/her goal or the rightful place in life but even smallest consistent steps in the right direction will eventually takes us there.

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It is a brilliant tutorial on Gradient descent. Clears all the doubts. Salute to your hard work and dedication for teaching.

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[@user-xb8mk4ju4z]

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This video and channel needs millions of views. Thankyou, i never understoof GD but now its all clear

[@nikhitatripathi7728]

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[@manaswinim7775]

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[@cybermascot]

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[@alkamankar9813]

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[@shubhamrawat5299]

Thank you, Sir, For This Lovely Tutorial Video. With this many graphs and Practical implementation, I will never Forget Gradient Descent.

[@somanshkumar1325]

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[@imusama]

That was the best video I've ever watched on gradient descent. I was searching for just one video that could teach me what GD is, and I couldn't find any. Thank you for this thorough explanation, sir. If you were in front of me, I would have kissed your hands.

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