Bringing doctors and developers together to unlock the potential of AI in healthcare. Together, we can build models that matter.
🤖👨🏻⚕️
Hello! We are Dev & Doc, Zeljko and Josh :)
Josh is a Neurologist, AI Researcher and Clinical AI Lead.
Zeljko is an AI engineer, CTO and associate professor (UCL)
-------------
Substack- https://aiforhealthcare.substack.com/
YT - https://youtube.com/@DevAndDoc
All content for Dev and Doc: AI For Healthcare Podcast is the property of Dev and Doc and is served directly from their servers
with no modification, redirects, or rehosting. The podcast is not affiliated with or endorsed by Podjoint in any way.
Bringing doctors and developers together to unlock the potential of AI in healthcare. Together, we can build models that matter.
🤖👨🏻⚕️
Hello! We are Dev & Doc, Zeljko and Josh :)
Josh is a Neurologist, AI Researcher and Clinical AI Lead.
Zeljko is an AI engineer, CTO and associate professor (UCL)
-------------
Substack- https://aiforhealthcare.substack.com/
YT - https://youtube.com/@DevAndDoc
#21 Foundational Models in Digital Pathology: Enhancing Cancer detection and outcomes
Dev and Doc: AI For Healthcare Podcast
1 hour 1 minute 43 seconds
1 year ago
#21 Foundational Models in Digital Pathology: Enhancing Cancer detection and outcomes
An explainer on Foundation models for pathology, from Microsoft's Gigapath to Owkin's H-optimus-0, every company, big or small, are building pathology AI models. In this episode, Doc talks to Sean M. Hacking, assistant professor in Pathology at NYU Grossman School of Medicine and Özgür Şahin, particle physicist at CERN. Together they are building the infrastructure for digital pathology that then allows training of pathology foundational models. Find out more at https://www.pathonn.com/.
👋 Hey! If you are enjoying our conversations, reach out, share your thoughts and journey with us. Don't forget to subscribe whilst you're here :)
https://www.linkedin.com/build-relation/newsletter-follow?entityUrn=7216474068085026817
https://youtube.com/@DevAndDoc
https://podcasters.spotify.com/pod/show/devanddoc
https://podcasts.apple.com/gb/podcast/dev-and-doc-ai-for-healthcare-podcast/id1751495120
https://aiforhealthcare.substack.com/
👨🏻⚕️Doc - https://www.linkedin.com/in/dr-joshua-auyeung/
🤖Dev - https://twitter.com/zeljkokr
🎞️ Editor - https://www.instagram.com/dragan_kraljevic/
🎨 Brand design and art direction - https://www.behance.net/anagrigorovici027d
00:00 Introduction
03:28 Why pathology
06:42 Transporting slides is a logistical nightmare
13:20 When particle physics and AI pathology collide
17:55 AI digital pathology - Patch-based architecture and sparse topologies
27:09 Is there enough pathology data?
29:11 Microsoft and Gigapath, transformer models for pathology
33:55 Pathology models clinical applications
43:18 Staining applications of AI
49:22 Building a digital pathology startup - Patho-NN
57:36 Using AI to see tumor grading features that humans can’t see
References:
https://www.nature.com/articles/s41586-024-07441-w
https://www.microsoft.com/en-us/research/blog/gigapath-whole-slide-foundation-model-for-digital-pathology/
https://www.nature.com/articles/s41379-021-00919-2
Dev and Doc: AI For Healthcare Podcast
Bringing doctors and developers together to unlock the potential of AI in healthcare. Together, we can build models that matter.
🤖👨🏻⚕️
Hello! We are Dev & Doc, Zeljko and Josh :)
Josh is a Neurologist, AI Researcher and Clinical AI Lead.
Zeljko is an AI engineer, CTO and associate professor (UCL)
-------------
Substack- https://aiforhealthcare.substack.com/
YT - https://youtube.com/@DevAndDoc