Wow... 😳 I've never seen more genius, easy and intuitive explanation of KL-div 😳👏👏👏👏👏 Big thanks good man ! ❤️

Your bottom-up (instead of top-down) approach that you mentioned in the beginning of the video would be really great to see for all kinds of differrent concepts!

That was the best description of why we use log that I have ever seen. Good work, man.

I am a research scientist. You provide a clear and concise treatment of KL-Divergence. The best I have seen to date. Thanks.

I'm in the middle of a $2,500 course, BUT → KZfaq → your video... 👏🏻👏🏻👏🏻👏🏻👏🏻 Thank you for starting with the "why", and appealing to my brains desire to understand, not just do.

That was great. I have struggled to understand certain aspects of KL Divergence, and this is a great way to think about it without getting bogged down in symbology.

I don't think I'm ever going to forget this. Thanks so much.

Amazing. The pace you have explained, the approach...everything is just top-notch.

This video is absolutely mind-blowing! The way it breaks down such a complex concept into an intuitive understanding is truly remarkable. Thank you!

Fantastically clearly explained, congrats.

Thank you for this, the best explanation of KL divergence that I have seen. Love how you approach it building gradually, really inspiring for how to learn math.

This is mind blowing.... I love the way you go from the problem to the solution, it's clever way to understand this KL divergence

One of the BEST tutorials for sure

Great explanation, this is the first time I'm learning about KL divergence and it was very easy to grasp because of the way you taught it

I think you're channel and teaching style is brilliant. I wish I knew about this channel when I was doing my undergrad.

Amazing video, love the format!

superb...I believe this is the best explanation I have ever come across for K L Divergence. Thanks a tonne.

I found out this professor is very good at explaining every tough concept! respect and many appreciations!

What an excellent teacher you are! Thank you for all your videos.

Another amazing video! Please keep them coming!

That was great! Not just dumping the formula on you but walking you through its logic with simple steps. Loved it! ❤

I love how you approach to the KL divergence!

You've really made my day with ur explanation. Thank you so much :D

Outstanding. Really helping me through this info retrieval course!

The best explanation I've ever seen about KL divergence ❤

Excellent intuitive explanation!

Everytime i have a math question your hannel is my first choice! Amazing ✅ thanks a million 🎉

Let's celebrate a new video on this amazing chanel!!! Love your work!

Best Math Teacher ever. So clearly explained the design and thinking process of how the algo comes out. Many video just explain the formula which confused me why we should do this way... Thank you!

This is the perfect video in Math. Love it. Shared with all my readers

Just fantastic! Even if I forget the formula for KL divergence, I can "re-engineer" it on demand.

This was incredibly illustrative!

Excellent way to explain it. Makes maths sounds logical and approachable 🎉

Thanks!

Great work! I've been a fan of your ,material for some time and in this video you have truly mastered your craft.

Your videos are great just keep going, I watched you for few years already

Wow!!! This approach to explaining was mind "opening". I got it! Thanks so much

Awesome! Very intuitive

In the 'Motivation for log,' you said that taking a simple average is not the right way to go, and then you try to find a function that makes f(4) and f(1/4) have opposite signs. That means you are trying to make two very different distributions have the smallest distance possible (canceling each other out), which is contradictory to what we expected. We expected them to be large.

Best video I've seen in a while!

dude, the explanation is so good, you rock!

That was one of the best explanations I have ever heard! Great job and many thanks!

I have never seen complex math explained this good Thank you very much!

amazing explanation. not many can do this. well done.

me not know some of the fundamentals after listening to your explanation made a lot of sense, and I felt I understood the concept well. I am willing to watch your videos more often.

very nice explanation. Thanks for the work.

God level explanation thank you!!!

Thanks, exactly the explanation I have been looking for!

This is an amzing explanation, thanks!

thank you for the clear explanation.

Amazing explanation!

This was awesome. Really helpful to think through it backwards and “redevelop” our own function

That was amazing. Thank you so much!

Awesome explaination. Thanks for this video

I recently got interested in learning machine learning and stumbled upon the stable diffusion, the current state of art open source image generation ai. That's where I encountered the KL divergence. The more I try to understand it, more complicated concepts and formulas are thrown at me. I managed to find some videos that explains how to derive it, but none of them explained why the hell logarithm is present in it for gods sake! And here you are, explaining every missing details from other videos and blog posts in a way that the person who knows very little about the subject can understand in a very satisfying and easy to follow way. Hats off to you, sir. I wish every teachers are like you.

Great explanation

Wow. This is the best explanation of KL-divergence I've ever heard. So many over-complicated stuff out there but yours is absolutely genius.

wahh.. i am studying computer science master degree. Your video really helps me a lot! please keep on doing such great work for us!

very very very very well explained, Thanks

Amazing teaching. It helps a lot in my process of data shift covariate detection project. Thanks

Wonderful man. Thank you so much.

Very good explanation

Thank you. As usual, great and very intuitive explanation.

Wow. Just wow! This is brilliant🤩

thank you for the best expanation on this topic

Thank you! This is the best explanation of KL divergence wich i've seen

Bro is a legend

Thank you so much for this explanation and also got a new insight about the log :)

Thank you for the great explanation! I totally agree that math is not given from above, but invented by people. And showing how the invention can be done is the best way to teach the new concepts. Thanks a lot!

You just got a subscriber. Thank You! 😊

Super clear !

Great stuff... Learning a way to teach maths to my kid... A constructivist method... While learning about stats... I really appreciate your work.

thank you. this really helped !!

great explanation!

Thank you very much for your valuable videos!!

You are great in explaining this! Thanks!

you are way more better than my school's professor. thank you

The comments didn't lie you actually explained this so well. I watched the ads all the way through btw.

Amazing explanation

Thank you SO much! God bless you Sir, keep up the great work 😊

Great explanation 👏

Thanks for the lecture, your work is always so intuitive.

Love problem solving perspective

You're just phenomenal

That was really awesome

Thank you :) for valuable content

Thank you so much for the explanation. it was really helpful👍👍

mad respect for Ritvik from Ritwik for acing the subtle art of intuitive explanation:)) If only professors could master the same art.

simply Excellent

Great job

Thanks a lot for sharing the underlying motivation behind the K-L divergence! I really needed such deep insights! JAJAKALLAH...

Taking the MITx Stats class, but I find that you explain the concepts so much better!

讲的真好，谢谢

Great video!

Thank you as always for sharing your brilliant teachings, Ritvik. Could you please do a video on the Gram-Schmidt process and how orthonormal basis matrices are relevant to data science?

the thing you said in the first minute, is something ive been saying for a while now. As students we arent told what problem drove scientists or engineers into constructing new formulas or ways of thinking.

Love this homie! Better than university.

Subscribed! just from this one video

Thank you for a good explanation of a seemingly weird looking formula. It would be hard to forget this formula now that I got it from here.

You are a god send.