@channel8048

This is by far the best explanation for QKV.  I've been scratching my head on this for half a year.  So grateful for this lesson. Thank you.

@HIKAROTH

Hey Luis. I took you coursera course and  I just wanted to say thank you for the quality of your explanations ! You are the GOAT !

@khaliliskarous2225

Thanks! What attentions get at is far more complex than is usually covered in blogs (which sadly inform a lot of academic papers). Glad to see you are proceeding to an answer using your first-principles thinking.

@bojanrepanovic3982

WOW! I am impressed with this explanation. I watched a tons of videos with only a math and matrices and did not understand anything. You are a king! Thank you so much!

@arulbalasubramanian9474

This is an awesome video. If someone wants to really understand Key, Query and Value matrices in Transformers, nothing better than this exists. Thank you for the great effort put in by you, in making this video.

@venkataravuri

Your intuitive explanation of the attention mechanism is truly wonderful. It really helps. Looking forward to the next video.

@poojapalod

One of the best video out there on key value and query matrices.Thanks a ton for creating this!You are an awesome teacher😊

@philtrem

I feel very fortunate to have found your channel. You make some of the very best videos on the topic.

@oxa01

Brilliant explanation. Thank you very much! What is amazing is how the LLM learns in pretraining how to fill his Wq, Wk and Wv matrices in a way that is useful for all tokens.

@ayodeleawokoya5339

Thank you for demystifying the great transformer in a unique and simplified manner. This is an invaluable resource.

@kleemc

Oh wow.  Very well done.  👏👏👏

@alessandrofrau4196

As an autistic person and visual learner, thank you so much for putting together such a comprehensive and understandable explanation of matrices and QKV. Kudos.

@ВечныйСтудент-у9е

Very good and simple explanation. It looks like I was able to understand this subject. Many thanks.

@vermagauravsingh

Such a challenging topic to even conceptualising how to teach,is done so brilliantly

@stephenlashley6313

You definitely tell a beautiful story, I could add 30 minutes along the same lines because the story there is definitely beautiful

@aminaleali7161

Thank you for knowing how to teach!  A lot of people know a lot of things (just like a lot of folks sing in the shower) but being an excellent teacher is an innate talent very much like Taylor Swift in entertainment business. Thanks again.

@veeaar-fb7dh

Thanks for making concept of QKV super simple. Thanks so much for this vedio

@SamratBanerjea

Prof. Serrano you just challenged Newton!!!  Just joking...!  Your videos are way above being excellent, they are so easy to understand that layman like us can also understand. Thanks, as always! 🙏

@sandalisrivastava9865

Best video for attention mechanism - thank you sir, forever grateful to you!

@MrProgrammer-yr1ed

Was waiting for this masterpiece ❤