@nishantyadav6341

The fact that you dig deep into the algorithm and code sets you apart from the overflow of mediocre AI content online. I would pay to watch your videos, Umar. Thank you for putting out such amazing content.

@taekim7956

I believe you are the best ML youtuber who explains everything so concise and clear!! Thank you so much for sharing this outstanding content for free, and I hope I can see more videos from you 🥰!!

@sukanyasaha5458

watched the whole video and now it's 3AM. This has been extremely easy to follow!

@sauravrao234

I literally wait with a bated breath for your next video....a huge fan from India.  Thank you for imparting your knowledge.

@shamaldesilva9533

Providing the Math behind these algorithms in clear way makes understanding them so much easier !! thank you so much Umar 🤩🤩

@m1k3b7

That's by far the best detailed presentation. Amazing work. I wish I was your cat 😂

@showpiecep

You are the best person on youtube who explains modern approaches in NLP in an accessible way. Thank you so much for such quality content and good luck!

@arijaa.9315

I can not thank you enough! It is clear how much effort you put for such high quality explanation. Great explanation as usual!!

@mlloving

Thank you Umar. I am an AI/ML Expert in one of the Top50 banks in the world. We are deploying various GenAI applications. You videos helped me to understand the math under the GenAI, especially the RLHF. I have been trying to explore every step by myself which is so hard. Thank you very much for clearly explaining the RLHF!

@sridharbajpai420

Best content with maths , not just useless practical but advance maths too !! Really appreciate

@dannydrinkswater

Great content, very informative and cover most of the foundation knowledge to understand everything, and the best thing is the code walk through. Much appreciate for your sharing.

@Axl124124

This was incredible. I already have read the literature in the past on Reinforcement learning algorithms so for me following along was probably a lot easier than people new to reinforcement learning. Hence I got an immense amount of value out of this. Thank you so much!

@tanerbulbul6423

Would love to see more RL content! You clearly put in so much effort to your videos, keep it up!

@jingguoyao4200

This is the best explanation of RLHF and PPO.

@omidsa8323

It’s a great video for very sophisticated topic , I’ve watched 3 times to get the main ideas, but for sure it worth it, thanks Umar once again

@soumyodeepdey5237

Really great content. Can't believe he has shared all these videos absolutely for free. Thanks a lot man!!

@BOUTYOURYOUNESS

It’s a great video for very sophisticated topic. Amazing work. Bravo

@yanghelena

Thank you for your selfless sharing and hard work! This video helps me a lot!

@CT99999

The level of detail you cover here is absolutely incredible.

@jayaraopratik

Great great content. Took this RL in my grad school but it's been years, it was much easier to revise everything within 1 hour rather than going through my complete class notes!!!!