Great talk. Great last question too.

Based on the 'behavior cloning' session, when we do RAG (Retrieval-Augmented Generation), is the training process teaching the model to output the correct answer for questions it doesn't have direct knowledge of, potentially leading to hallucinations? Or, when we perform RAG, do we typically provide more informative documents rather than just FAQ rows, giving the model much more context to understand the full scope of the knowledge, rather than simply guessing the type of question?

slides link please

Thank you sir for sharing this video, future is exciting 😃

I don't think I have ever posted a YT comment in my life, but how this video has only 3 likes????? This is a amazing series, thank you for sharing this!

This was more interesting than Dans talk but we still got Dan reading it

公派留学生😂

There's a weird personification of language models that nobody does for image generation models. It's weird to assume that these things "think", that they "do" things, when they're fundamentally no different than image generation models: they generate text that sometimes happens to be right. It's just that we've trained these models to *pretend* like they're intelligent.

he has that tweet up there at 3:06 from Sam Altman who says no data submitted to OpenAI is used to improve the models. That's just a flat out lie and Eric Wallance knows it. He has a paper "Poisoning Language Models During Instruction Tuning" where in the abstract he says "OpenAI leverages examples submitted in the browser playground".

What a great lecture! Love the real world poisoning examples

hendryck lamar

The bit at 32:45 about Szegedy being discouraged from publishing about adversarial examples by Ng is some interesting lore if true

sippin da henny

Congratulations!

Really sad that people still share Charles Duell's apocryphal "quote" over 100 years later. In fact, he said this in 1902: "In my opinion, all previous advances in the various lines of invention will appear totally insignificant when compared with those which the present century will witness. I almost wish that I might live my life over again to see the wonders which are at the threshold."

He explains very clearly, and the pauses allow me to organize the ideas into a flow, making it easier to follow the topic. Thanks for sharing this

감사합니다. 교수님

Seeing this after gpt-4o 😊

my boy Jimmy is swollen af

Got into EECS.

It's amazing that a professor of a top university, no less, thinks this will be a game changer. It'll hardly speed up the easy things in a SoC. Seems a rather naive idea to me.

Jim Keller if fucking jacked hahaha

𝙼𝚘𝚜𝚝 𝚎𝚡𝚌𝚎𝚕𝚕𝚎𝚗𝚝.

this dhruv fellow has charmed me

Stacked LEGO-PoL CPU Voltage Regulator . What do you think about it.

I am very excited by this line of research

1:00 dawg 💀

Best subtitling I've seen in any video.

The supposed benefits are extremely naive. Supposing you got all state for a huge distributed OS in one database… that does not mean any application can read any data - which is what you require for many of the supposed benefits including monitoring - this would be a security nightmare so you have to lock everything down with complex auth systems. Also the supposed OAOO benefits assume debit and credit DBs are of the same company and would therefore be moved to one VoltDB. They are not.

video is interlaced? wtf? replace potato with a camera already

I am proud of with Dr.Shanaz Shabazov. Because she is the pride of Azerbaijan ❤

Request captions!

"이 이후로 apple 뿐 아니라 meta, ms, amazon 같은 비반도체 회사들도 저마다 ai칩을 만들기 시작"

Amazing! I had no idea there was already so much progress in this area

Great lecture, but there is some kind of a buzzing, is there any way to EQ the audio?

Michael Stonebraker nice to see you again. Hope to hear more.

What a wonderful story teller.

There is some high frequency sound is coming from the video I don't know if anyone able to listen it

There is some high frequency sound is coming from the video I don't know if anyone able to listen it

IT IS A BIG NEWS, thanks for sharing.

Very nice talk....

Claire Tomlin is amazing

Thank you for sharing this with the world!

@32:08 "'Turning Brain Waves Into Words'"

*What's the clear definition of (human) intelligence?* 🤔

Fascinating

❤

57:05 I think Lex Fridman broke the record of a half an hour conversation with codec avatars.

" Oh brother where art thou "

So beautiful ❤️❤️👌👌 However, people like Rana Kar, Sudipto Pal, Aniruddha Dasgupta are criticizing these beautiful ventures saying that industries should not embrace trade quantum computing, AI investment. They advocate for old system of work.