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Machine Learning Street Talk

Machine Learning Street Talk

Жыл бұрын

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Dr. Patrick Lewis is a London-based AI and Natural Language Processing Research Scientist, working at co:here. Prior to this, Patrick worked as a research scientist at the Fundamental AI Research Lab (FAIR) at Meta AI. During his PhD, Patrick split his time between FAIR and University College London, working with Sebastian Riedel and Pontus Stenetorp.
Patrick’s research focuses on the intersection of information retrieval techniques (IR) and large language models (LLMs). He has done extensive work on Retrieval-Augmented Language Models. His current focus is on building more powerful, efficient, robust, and update-able models that can perform well on a wide range of NLP tasks, but also excel on knowledge-intensive NLP tasks such as Question Answering and Fact Checking.
Pod version: anchor.fm/mach...
Cohere: cohere.ai/
References:
Patrick Lewis (Natural Language Processing Research Scientist @ co:here)
www.patricklew...
Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks (Patrick Lewis et al)
arxiv.org/abs/...
Atlas: Few-shot Learning with Retrieval Augmented Language Models (Gautier Izacard, Patrick Lewis, et al)
arxiv.org/abs/...
Improving language models by retrieving from trillions of tokens (RETRO) (Sebastian Borgeaud et al)
arxiv.org/abs/...

Пікірлер: 18
@loveolutionaustin6449
@loveolutionaustin6449 Жыл бұрын
Great guest! Thanks for highlighting this work! 👏😸
@grayboywilliams
@grayboywilliams 8 ай бұрын
RAG is super interesting with so much potential. Cant believe this videos been here since February.
@earleyelisha
@earleyelisha Жыл бұрын
I smiled once when I saw the MLST notification and then a second time within the first 5 seconds! 2 ✌🏾points Tim!!
@Dima-rj7bv
@Dima-rj7bv 8 ай бұрын
IMHO highly underestimated episode. With all the hype surrounding RAG and LLMs and hallucinations, this short interview gives a great mental framework. ❤
@billykotsos4642
@billykotsos4642 Жыл бұрын
Must watch for sure
@rick-kv1gl
@rick-kv1gl Жыл бұрын
thanks for giving them som e love, really interesting startup in terms of hacking their way vs brute forcing
@AnnieCushing
@AnnieCushing Жыл бұрын
This was infinitely fascinating. I was asking ChatGPT for explanations all throughout.
@_ARCATEC_
@_ARCATEC_ Жыл бұрын
Thanks 💓
@ianfinley89
@ianfinley89 Жыл бұрын
I came here for the doggy boy!
@mittanuljak4747
@mittanuljak4747 Жыл бұрын
// next time please use a different camera placement, where the microphone is not in the face of the interviewee. + its a little bit strange to see the reporter on the divided screen all time. usually it is important if his reaction, face expression has some meaning in the interview.
@GBlunted
@GBlunted Жыл бұрын
RAG is so over rated... right? 🤔 Why is it given so much attention, I don't get it. Until it can actually answer questions or derive information that isn't explicitly found in the document store it seems kind of weak... Like if you encode Alice in Wonderland , what kind of answer am I going to get if I ask, "What's the symbolic significance of Alice's repeated changes in size throughout the story?" Or if I vectorize and index all the Disney movies and ask, "How do the evolution of the themes of 'family' and 'friendship' reflect the changing societal values and expectations over the years these Disney films were released?" I mean, RAG isn't going to be any help here right?
@DeepakSharma-br5fw
@DeepakSharma-br5fw Жыл бұрын
Thats a very disrespectful way to talk to your guest. I guess with lot of views comes lot of pride and hubris.
@MachineLearningStreetTalk
@MachineLearningStreetTalk Жыл бұрын
I'm sorry you thought that, do you mind explaining why? Was it the dog? It's their office dog, she's part of the cohere family
@icykenny92
@icykenny92 Жыл бұрын
@@MachineLearningStreetTalk I don't think you were disrespectful, and the dog did a great job. 👍
@bissbort
@bissbort Жыл бұрын
Not sure which part is disrespectful. That's a very posh dog for a "Street Talk" show 🐩
@theoreticalorigamiresearch186
@theoreticalorigamiresearch186 Жыл бұрын
@@MachineLearningStreetTalk Pretty sure it's because you got his name wrong.
@MachineLearningStreetTalk
@MachineLearningStreetTalk Жыл бұрын
​@@theoreticalorigamiresearch186 A bit of context here might help - I went there to interview Ed Grefenstette and he introduced Patrick during that interview and I then immediately interviewed Patrick - so there was no preparation. I will do a longer form and prepared(!) interview with Patrick again in the near future :)
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