ByteSight
ByteSight
Podcast Description
Insights from every Byte
Podcast Insights
Content Themes
The show emphasizes themes of healthcare innovation, AI in medicine, and genomic advancements, with episodes covering challenges in AI adoption in healthcare, genomic equity for underrepresented populations, and the importance of high-quality data in AI systems.
Insights from every Byte
Most AI models perform beautifully in the lab but fail when faced with real-world complexity.
In this episode of ByteSight, host Dr. Manasi A-Ratnaparkhe speaks with Dr. Heather Couture, Founder of Pixel Scientia Labs and host of the Impact AI podcast. Together, we explore why AI in digital pathology often fails to generalizeacross scanners, stains, and patient populations and what it really takes to build systems that are robust, explainable, and clinically meaningful.
With over two decades of experience bridging AI research and healthcare practice, Heather shares practical insights on dataset diversity, model validation, and the human factors that shape trustworthy AI.
Learn more about Dr. Heather Couture.
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