Can you please have a video on o3 and the Chinese paper, a roadmap to reproduce o1

I don't think you've explained the value network correctly. The output of this network should be a one-dimensional scalar value (e.g. A score of 0.92 for a certain state), rather than being as big as the action space. By having the output be a scalar, you get different results for this network than the policy network, which can then be trained on the reward function.

Pretty sure GPT is _NOT_ decoder only. What would the input to the decoder look like? The encoder half is where the input is made to be understandable by the decoder.

Difference between probability and likelihood done ok. However, the shift to a ML example was done without stating what the example is going to demonstrate and a bit aimless I believe.

Actually the goat what an amazing explanation combining it with machine learning too. Exactly what I needed to help understand my textbook.

thank you for the clarity of the video!

Usually masking is done with the queries on columns and with keys as rows(attention pattern), so the masking matrix will be an upper triangular matrix of ones.Am I wrong here or can it be done this way also?

I want to see the video

terrified bcoz when all the "lower skilled" workers start not having enough jobs, how will our society work ? there will be a gap between the time where this starts happening, and where we will discover a system for govt paying everyone universal income (which again im not sure who will pay for it, an idea I have is that if I invent an automation system then govt would make me rich and then buy that system and make it free for everyone, not sure if this works) and most probably our generation will witness this. Job market in India is already bad enough

Thanks for the amazing video bro ❤

u mentioned that we need 10 data examples with rationale, where do we use this 10 data in the diagram of star algorithm process?

how do you tell the llm to generate rationale in star algorithm?

A, (ABC), A

A , C, C

Answers : C, (B,C), (B,C)

Answers : B , C , A

ChatBERT would have sound funny

Hi, I use a cup of coffee and a cap to limit my self from other visual distractions.

Many are more my children than their parents, I'm the reason they needed them to be born.

best video in this topic so far. yes, including 3b1b's video, and that's saying a lot.

Can PEFT be used with LORA?

Nice

thank you

👌

Concepts of trigonometry ie sine and cosine have it's origins in gupta empire. Which was later copied by Arabs. Word Trigonometry comes from sanskrit trikonamiti.

Regarding advantage in transformer architecture over RNNs, that parallel processing is possible; However we are doing parallel processing in encoder but it is still sequential processing in decoder. May I request you to clarify?

Here q,k,v are randomly generated. But they have to be generated by multiplying input embedding with Wq,Wk,Wv matrices. How these matrices are generated? What are the inputs and outputs to these matrices.

8:34 how in formula you give + M? instead in journal doesnt belong +M.

GREAT,, i hopeyou give more than one hour,, you explain it well than my lecture

Very clear, thanks bro, you’re heaven sent !

Bro That era of CD games. I remember Reader Rabbit Preschool where the Roundabout pony transforms based on each level. Each level/section in the game taught me so much at that age and I still remember ABC Diner, Shape Shack, Pattern Parade and the one and only Counting Club. The best part was that each sub section had its own mini game to explore stuff such as Crazy Costumes, Body Builders( literally xD), a Zoom game and the GOATED Hide seek With the rabbit. it's a shame that in this era they don't promote such games to young mind instead bombarding them with useless "trends" which is rotting their brain at such a sensitive age

While watching the video, it occurred to me how do ants find paths and remember the path, change it when disturbed.

Quiz 1: B

hi dude thanks for details.. I hope you explain more and make it code

wow! wow! wow! superaagide! Thank you for all the effort put in to create such content!

1 sq. units cuz we divide the area of 500 marbles/500 so we get 1.

I thought bro was talking about Sesame Street 💀

bara alah yrham waldik

Your videos are really amazing!

Great video

C

Great job. Thank you

Well explained!!!

Theory seems easy and interesting but while implementing 😬😬🤒...

I started to understand the importance of critical thinking when I started to work in IT in complex problem solving to evaluate the straight through answers of my colleagues to avoid simplistic cut the rope solutions that wouldn’t be sustainable in the long run. I reinforced my critical thinking when I started to design solutions at work and later when I started to facilitate workshops on personal development.

anh vừa cứu em 1 bàn thua trong thấy =))) tưởng rớt môn hên gặp anh 😀😀😀

awesome video

Lol