Why Your RAG System Is Broken, and How to Fix It with Jason Liu - #709

Why Your RAG System Is Broken, and How to Fix It with Jason Liu - #709

Today, we're joined by Jason Liu, freelance AI consultant, advisor, and creator of the Instructor library to discuss all things retrieval-augmented generation (RAG). We dig into the tactical and strategic challenges companies face with their RAG system, the different signs Jason looks for to identify looming problems, the issues he most commonly encounters, and the steps he takes to diagnose these issues. We also cover the significance of building out robust test datasets, data-driven experimentation, evaluation tools, and metrics for different use cases. We also touched on fine-tuning strategies for RAG systems, the effectiveness of different chunking strategies, the use of collaboration tools like Braintrust, and how future models will change the game. Lastly, we cover Jason’s interest in teaching others how to capitalize on their own AI experience via his AI consulting course. The complete show notes for this episode can be found at https://twimlai.com/go/709.

Episoder(779)

Ray: A Distributed Computing Platform for Reinforcement Learning with Ion Stoica - TWiML Talk #55

Ray: A Distributed Computing Platform for Reinforcement Learning with Ion Stoica - TWiML Talk #55

The show you’re about to hear is part of a series of shows recorded in San Francisco at the Artificial Intelligence Conference. In this episode, I talk with Ion Stoica, professor of computer science &...

5 Okt 201728min

Topological Data Analysis with Gunnar Carlsson - TWiML Talk #53

Topological Data Analysis with Gunnar Carlsson - TWiML Talk #53

The show you’re about to hear is part of a series of shows recorded in San Francisco at the Artificial Intelligence Conference. My guest for this show is Gunnar Carlsson, professor emeritus of mathema...

3 Okt 201733min

Bayesian Optimization for Hyperparameter Tuning with Scott Clark - TWiML Talk #50

Bayesian Optimization for Hyperparameter Tuning with Scott Clark - TWiML Talk #50

As you all know, a few weeks ago, I spent some time in SF at the Artificial Intelligence Conference. While I was there, I had just enough time to sneak away and catch up with Scott Clark, Co-Founder a...

2 Okt 201747min

Symbolic and Sub-Symbolic Natural Language Processing with Jonathan Mugan - TWiML Talk #49

Symbolic and Sub-Symbolic Natural Language Processing with Jonathan Mugan - TWiML Talk #49

Like last week’s interview with Bruno Goncalves, this week’s interview was also recorded at the last O’Reilly AI Conference back in New York in June. Also like last week’s show, this week’s is also fo...

25 Sep 201743min

Word2Vec & Friends with Bruno Gonçalves - TWiML Talk #48

Word2Vec & Friends with Bruno Gonçalves - TWiML Talk #48

This week i'm bringing you an interview from Bruno Goncalves, a Moore-Sloan Data Science Fellow at NYU. As you’ll hear in the interview, Bruno is a longtime listener of the podcast. We were able to co...

19 Sep 201732min

Evolutionary Algorithms in Machine Learning with Risto Miikkulainen - TWiML Talk #47

Evolutionary Algorithms in Machine Learning with Risto Miikkulainen - TWiML Talk #47

My guest this week is Risto Miikkulainen, professor of computer science at UT-Austin and vice president of Research at Sentient Technologies. Risto came locked and loaded to discuss a topic that we've...

11 Sep 201758min

Agile Machine Learning with Jennifer Prendki - TWiML Talk #46

Agile Machine Learning with Jennifer Prendki - TWiML Talk #46

My guest this week is Jennifer Prendki. That name might sound familiar, as she was one of the great speakers from my Future of Data Summit back in May. At the time, Jennifer was senior data science ma...

5 Sep 201748min

LSTMs, Plus a Deep Learning History Lesson with Jürgen Schmidhuber - TWiML Talk #44

LSTMs, Plus a Deep Learning History Lesson with Jürgen Schmidhuber - TWiML Talk #44

This week we have a very special interview to share with you! Those of you who’ve been receiving my newsletter for a while might remember that while in Switzerland last month, I had the pleasure of in...

28 Aug 20171h 3min

Populært innen Politikk og nyheter

giver-og-gjengen-vg
aftenpodden
aftenpodden-usa
i-retten
forklart
popradet
stopp-verden
det-store-bildet
dine-penger-pengeradet
rss-gukild-johaug
fotballpodden-2
nokon-ma-ga
bt-dokumentar-2
hanna-de-heldige
aftenbla-bla
chit-chat-med-helle
frokostshowet-pa-p5
rss-dannet-uten-piano
rss-ness
e24-podden