In this episode of MIT CSAIL Alliances, host Kara Miller sits down with Professor Manya Ghobadi, a researcher and entrepreneur bridging the gap between academia and industry. Ghobadi, who has worked at Microsoft Research, Google, and now leads her own startup Systalyze, explores why so many companies struggle to efficiently deploy AI — and how her team is creating the “AI doctor” enterprises didn’t know they needed.
From hospitals sitting on mountains of private data to banks seeking smarter fraud detection, Ghobadi explains how better infrastructure and smarter tools can finally unlock AI’s full potential. Tune in for an inside look at how innovation moves from lab to launchpad — and what it takes to make AI work in the real world.
Topics Include:
00:07 - Origins of Systalze
01:40 - AI systems are difficult to build
02:53 - Systalyze is like an AI doctor
03:38 - How AI can transform the health care industry
04:41 - When companies unlock their AI potential
05:13 - Academia as an enterprenuer
Episodes, listener discounts, meet the host, and more can be found here: csail.mit.edu/podcast
Connect with CSAIL Alliances:
On our site: cap.csail.mit.edu/about-us/meet-our-team
On LinkedIn: linkedin.com/company/mit-csail
#MITCSAIL #AI #Education #MIT #GenerativeAI #Leadership #Technology #csailpodcast
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In this episode of MIT CSAIL Alliances, host Kara Miller sits down with Professor Manya Ghobadi, a researcher and entrepreneur bridging the gap between academia and industry. Ghobadi, who has worked at Microsoft Research, Google, and now leads her own startup Systalyze, explores why so many companies struggle to efficiently deploy AI — and how her team is creating the “AI doctor” enterprises didn’t know they needed.
From hospitals sitting on mountains of private data to banks seeking smarter fraud detection, Ghobadi explains how better infrastructure and smarter tools can finally unlock AI’s full potential. Tune in for an inside look at how innovation moves from lab to launchpad — and what it takes to make AI work in the real world.
Topics Include:
00:07 - Origins of Systalze
01:40 - AI systems are difficult to build
02:53 - Systalyze is like an AI doctor
03:38 - How AI can transform the health care industry
04:41 - When companies unlock their AI potential
05:13 - Academia as an enterprenuer
Episodes, listener discounts, meet the host, and more can be found here: csail.mit.edu/podcast
Connect with CSAIL Alliances:
On our site: cap.csail.mit.edu/about-us/meet-our-team
On LinkedIn: linkedin.com/company/mit-csail
#MITCSAIL #AI #Education #MIT #GenerativeAI #Leadership #Technology #csailpodcast
How AI is Reshaping Medical Imagery with MIT CSAIL Professor Polina Golland
CSAIL Alliances Podcasts
36 minutes 16 seconds
3 months ago
How AI is Reshaping Medical Imagery with MIT CSAIL Professor Polina Golland
AI is transforming radiology, but not at the expense of skilled technicians. In the same way that personal computers and spreadsheets didn’t eliminate accountants, AI is not going to replace radiologists but will instead transform the way they work.
MIT CSAIL Professor Polina Golland’s research sits at the intersection of machine learning and healthcare, specifically medical imaging. In this episode, she discusses her team’s groundbreaking work on algorithms that analyze subtle patterns in x-rays, helping detect diseases earlier and understand them more deeply.
This conversation covers:
2:00 - How do doctors diagnose heart failure?
5:27 - Converting medical imagery to numbers
8:20 - Code generation for radiologists
9:25 - Weaknesses in the medical system that computing can strengthen
16:48 - The choreography of treating a patient
20:31 - Turning an algorithm into a product
24:26 - Will radiologists be replaced by AI?
30:21 - How will AI change medical imagery?
Connect with CSAIL Alliances:
On our site: cap.csail.mit.edu/about-us/meet-our-team
On LinkedIn: linkedin.com/company/mit-csail #MITCSAIL #AI #GenerativeAI #Leadership #Technology #CSAILPodcast
CSAIL Alliances Podcasts
In this episode of MIT CSAIL Alliances, host Kara Miller sits down with Professor Manya Ghobadi, a researcher and entrepreneur bridging the gap between academia and industry. Ghobadi, who has worked at Microsoft Research, Google, and now leads her own startup Systalyze, explores why so many companies struggle to efficiently deploy AI — and how her team is creating the “AI doctor” enterprises didn’t know they needed.
From hospitals sitting on mountains of private data to banks seeking smarter fraud detection, Ghobadi explains how better infrastructure and smarter tools can finally unlock AI’s full potential. Tune in for an inside look at how innovation moves from lab to launchpad — and what it takes to make AI work in the real world.
Topics Include:
00:07 - Origins of Systalze
01:40 - AI systems are difficult to build
02:53 - Systalyze is like an AI doctor
03:38 - How AI can transform the health care industry
04:41 - When companies unlock their AI potential
05:13 - Academia as an enterprenuer
Episodes, listener discounts, meet the host, and more can be found here: csail.mit.edu/podcast
Connect with CSAIL Alliances:
On our site: cap.csail.mit.edu/about-us/meet-our-team
On LinkedIn: linkedin.com/company/mit-csail
#MITCSAIL #AI #Education #MIT #GenerativeAI #Leadership #Technology #csailpodcast
