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The AI in Business Podcast

Overcoming Healthcare Challenges with Generative AI and Deep Learning - with Erik Duhaime of Centaur Labs

Aug 31, 2023
20:29
Snipd AI
Erik Duhaime, Co-founder and CEO of Centaur Labs, discusses the potential of generative AI in healthcare and the importance of quality control in AI models. He explores the evolving role of humans in AI and how data labeling is becoming increasingly important. The impact of new technologies and the importance of human feedback in healthcare are also explored.
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Podcast summary created with Snipd AI

Quick takeaways

  • Generative AI models like chat GPT provide new opportunities in healthcare by allowing AI developers to build models quickly and interact with them like humans.
  • To ensure accuracy in AI model development for healthcare, building large-scale training datasets, using experts' preference data sets for feedback and fine-tuning, and ongoing model monitoring and quality control are crucial.

Deep dives

Opportunities and Challenges of Generative AI in Healthcare

Generative AI models like chat GPT provide new opportunities in the healthcare space. With large foundation models, AI developers can build models quickly and interact with them like humans. For instance, a model can generate complete descriptive radiology reports. However, the challenge lies in quality control. Human-like responses create infinite potential outputs, making it difficult to maintain quality. Issues like hallucinations can be harmful, especially in healthcare. Ensuring model quality is crucial, and experts are needed in data labeling and ongoing monitoring to prevent mistakes and ensure accuracy.

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