No Priors Ep. 6 | With Daphne Koller from Insitro

Life-saving therapeutics continue to grow more costly to discover. At the same time, recent advances in using machine learning for the life sciences and medicine are extraordinary. Are we on the verge of a paradigm shift in biotech? This week on the podcast, a pioneer in AI, Daphne Koller, joins Sarah Guo and Elad Gil on the podcast to help us explore that question. Daphne is the CEO and founder of Insitro — a company that applies machine learning to pharma discovery and development, specifically by leveraging “induced pluripotent stem cells.” We explain Insitro’s approach, why they’re focused on generating their own data, why you can’t cure schizophrenia in mice, and how to design a culture that supports both research and engineering. Daphne was previously a computer science professor at Stanford, and co-founder and co-CEO of edutech company Coursera. 00:00 - Introduction 01:49 - How Daphne combined her biology and tech interests and ran a bifurcated lab at Stanford 04:34 - Why Daphne resigned an endowed chair at Stanford to build Coursera 14:14 - How insitro approaches target identification problems and training data 18:33 - What are pluripotent stem cells and how insitro identifies individual neurons 24:08 - How insitro operates as an engine for drug discovery and partners to create the drugs themselves 26:48 - Role of regulations, clinical trials and disease progression in drug delivery 33:19 - Building a team and workplace culture that can bridge both bio and computer sciences 39:50 - What Daphne is paying attention to in the so-called golden age of machine learning 43:12 - Advice for leading a startup in edtech and healthtech

Sarah GuohostDaphne KollerguestElad Gilhost

May 19, 202346mWatch on YouTube ↗

EPISODE INFO

Released: May 19, 2023
Duration: 46m
Channel: No Priors
Watch on YouTube: ▶ Open ↗

EPISODE DESCRIPTION

Life-saving therapeutics continue to grow more costly to discover. At the same time, recent advances in using machine learning for the life sciences and medicine are extraordinary. Are we on the verge of a paradigm shift in biotech? This week on the podcast, a pioneer in AI, Daphne Koller, joins Sarah Guo and Elad Gil on the podcast to help us explore that question. Daphne is the CEO and founder of Insitro — a company that applies machine learning to pharma discovery and development, specifically by leveraging “induced pluripotent stem cells.” We explain Insitro’s approach, why they’re focused on generating their own data, why you can’t cure schizophrenia in mice, and how to design a culture that supports both research and engineering. Daphne was previously a computer science professor at Stanford, and co-founder and co-CEO of edutech company Coursera. 00:00 - Introduction 01:49 - How Daphne combined her biology and tech interests and ran a bifurcated lab at Stanford 04:34 - Why Daphne resigned an endowed chair at Stanford to build Coursera 14:14 - How insitro approaches target identification problems and training data 18:33 - What are pluripotent stem cells and how insitro identifies individual neurons 24:08 - How insitro operates as an engine for drug discovery and partners to create the drugs themselves 26:48 - Role of regulations, clinical trials and disease progression in drug delivery 33:19 - Building a team and workplace culture that can bridge both bio and computer sciences 39:50 - What Daphne is paying attention to in the so-called golden age of machine learning 43:12 - Advice for leading a startup in edtech and healthtech

SPEAKERS

Sarah Guo
host
Daphne Koller
guest
Elad Gil
host

EPISODE SUMMARY

In this episode of No Priors, featuring Sarah Guo and Daphne Koller, No Priors Ep. 6 | With Daphne Koller from Insitro explores daphne Koller on Reinventing Drug Discovery With Machine Learning and Biology Daphne Koller traces her path from core machine learning and probabilistic graphical models to co-founding Coursera and ultimately founding insitro, an ML-first drug discovery company.

RELATED EPISODES