No Priors Ep. 7 | With Stanford Professor Dr. Percy Liang

When AI research is evolving at warp speed and takes significant capital and compute power, what is the role of academia? Dr. Percy Liang – Stanford computer science professor and director of the Stanford Center for Research on Foundation Models talks about training costs, distributed infrastructure, model evaluation, alignment, and societal impact. Sarah Guo and Elad Gil join Percy at his office to discuss the evolution of research in NLP, why AI developers should aim for superhuman levels of performance, the goals of the Center for Research on Foundation Models, and Together, a decentralized cloud for artificial intelligence. 00:00 - Introduction 01:44 - How Percy got into machine learning research and started the Center for Research and Foundation Models at Stanford 07:23 - The role of academia and academia’s competitive advantages 13:30 - Research on natural language processing and computational semantics 27:20 - Smaller scale architectures that are competitive with transformers 35:08 - Helm, holistic evaluation of language models, a project with the the goal is to evaluate language models 42:13 - Together, a decentralized cloud for artificial intelligence

Sarah GuohostDr. Percy LiangguestElad Gilhost

Apr 25, 202353mWatch on YouTube ↗

EPISODE INFO

Released: April 25, 2023
Duration: 53m
Channel: No Priors
Watch on YouTube: ▶ Open ↗

EPISODE DESCRIPTION

When AI research is evolving at warp speed and takes significant capital and compute power, what is the role of academia? Dr. Percy Liang – Stanford computer science professor and director of the Stanford Center for Research on Foundation Models talks about training costs, distributed infrastructure, model evaluation, alignment, and societal impact. Sarah Guo and Elad Gil join Percy at his office to discuss the evolution of research in NLP, why AI developers should aim for superhuman levels of performance, the goals of the Center for Research on Foundation Models, and Together, a decentralized cloud for artificial intelligence. 00:00 - Introduction 01:44 - How Percy got into machine learning research and started the Center for Research and Foundation Models at Stanford 07:23 - The role of academia and academia’s competitive advantages 13:30 - Research on natural language processing and computational semantics 27:20 - Smaller scale architectures that are competitive with transformers 35:08 - Helm, holistic evaluation of language models, a project with the the goal is to evaluate language models 42:13 - Together, a decentralized cloud for artificial intelligence

SPEAKERS

Sarah Guo
host
Dr. Percy Liang
guest
Elad Gil
host

EPISODE SUMMARY

In this episode of No Priors, featuring Sarah Guo and Dr. Percy Liang, No Priors Ep. 7 | With Stanford Professor Dr. Percy Liang explores percy Liang on Foundation Models, Open Research, and AI’s Future Impact Stanford professor Percy Liang discusses his journey in natural language processing and how GPT-3 triggered his shift toward foundation models, leading to the creation of Stanford’s Center for Research on Foundation Models (CRFM).

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