# Polly Fordyce — Microfluidic Platforms and Machine Learning Page: https://stenobird.com/podcast/gradient-dissent/polly-fordyce-microfluidic-platforms-and-machine-learning Text version: https://stenobird.com/podcast/gradient-dissent/polly-fordyce-microfluidic-platforms-and-machine-learning.md Podcast: [Gradient Dissent: Conversations on AI](https://stenobird.com/podcast/gradient-dissent) Published: 2021-04-29T19:00:00+00:00 Episode link: https://wandb.ai/site/resources/podcast Audio file: https://podcasts.captivate.fm/media/01ccbb9b-ef8c-4c4d-9626-2ed3157d98f9/1022806447-wandb-gd-polly-fordyce.mp3 Processing state: failed JSON: https://stenobird.com/v1/public/podcasts/gradient-dissent/episodes/polly-fordyce-microfluidic-platforms-and-machine-learning Duration seconds: 2755 ## Resource Polly explains how microfluidics allow bioengineering researchers to create high throughput data, and shares her experiences with biology and machine learning. --- Polly Fordyce is an Assistant Professor of Genetics and Bioengineering and fellow of the ChEM-H Institute at Stanford. She is the Principal Investigator of The Fordyce Lab, which focuses on developing and applying new microfluidic platforms for quantitative, high-throughput biophysics and biochemistry. Twitter: https://twitter.com/fordycelab​ Website: http://www.fordycelab.com/​ --- Topics Discussed: 0:00​ Sneak peek, intro 2:11​ Background on protein sequencing 7:38​ How changes to a protein's sequence alters its structure and function 11:07​ Microfluidics and machine learning 19:25​ Why protein folding is important 25:17​ Collaborating with ML practitioners 31:46​ Transfer learning and big data sets in biology 38:42​ Where Polly hopes bioengineering research will go 42:43​ Advice for students Transcript: http://wandb.me/gd-polly-fordyce​ Links Discussed: "The Weather Makers": https://en.wikipedia.org/wiki/The_Wea...​ --- 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 ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/gradient-dissent/episodes/polly-fordyce-microfluidic-platforms-and-machine-learning/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/gradient-dissent/polly-fordyce-microfluidic-platforms-and-machine-learning.md` — Read the agent-friendly Markdown representation of this episode resource. A page view does not enqueue transcription. Agents should invoke `request_transcript` explicitly when they need this episode processed. ## Transcript Full transcripts are not published on public pages unless there is a clear rights basis.