Bringing genetic insights to everyone with Invitae's Head of AI, Matthew Davis

43:02
 
Share
 

Manage episode 300571833 series 2973389
By Lukas Biewald. Discovered by Player FM and our community — copyright is owned by the publisher, not Player FM, and audio is streamed directly from their servers. Hit the Subscribe button to track updates in Player FM, or paste the feed URL into other podcast apps.
Matthew explains how combining machine learning and computational biology can provide mainstream medicine with better diagnostics and insights. --- Matthew Davis is Head of AI at Invitae, the largest and fastest growing genetic testing company in the world. His research includes bioinformatics, computational biology, NLP, reinforcement learning, and information retrieval. Matthew was previously at IBM Research AI, where he led a research team focused on improving AI systems. Connect with Matthew: 📍 Personal website: https://www.linkedin.com/in/matthew-davis-51233386/ 📍 Twitter: https://twitter.com/deadsmiths --- ⏳ Timestamps: 0:00 Sneak peek, intro 1:02 What is Invitae? 2:58 Why genetic testing can help everyone 7:51 How Invitae uses ML techniques 14:02 Modeling molecules and deciding which genes to look at 22:22 NLP applications in bioinformatics 27:10 Team structure at Invitae 36:50 Why reasoning is an underrated topic in ML 40:25 Why having a clear buy-in is important 🌟 Transcript: http://wandb.me/gd-matthew-davis 🌟 Links: 📍 Invitae: https://www.invitae.com/en 📍 Careers at Invitae: https://www.invitae.com/en/careers/ --- Get our podcast on these platforms: 👉 Apple Podcasts: http://wandb.me/apple-podcasts​​ 👉 Spotify: http://wandb.me/spotify​ 👉 Google Podcasts: http://wandb.me/google-podcasts​​ 👉 YouTube: http://wandb.me/youtube​​ 👉 Soundcloud: http://wandb.me/soundcloud​ Join our community of ML practitioners where we host AMAs, share interesting projects and meet other people working in Deep Learning: http://wandb.me/slack​​ Check out Fully Connected, which features curated machine learning reports by researchers exploring deep learning techniques, Kagglers showcasing winning models, industry leaders sharing best practices, and more: https://wandb.ai/fully-connected

59 episodes