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The AI Will See You Now: Exploring Biomedical AI and Google’s Med-PaLM2 With Karan Singhal

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May 18, 2023
Karan Singhal, a Staff Software Engineer at Google Research specializing in medical AI, discusses the transformative potential of MedPaLM2 in healthcare. He emphasizes the necessity of safety in AI applications, especially in drug discovery and as a physician’s assistant. The conversation delves into innovative workflows for integrating AI into clinical practices and addresses crucial privacy issues concerning patient data. Singhal’s insights provide a forward-thinking perspective on how AI can enhance both patient care and scientific research.
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ADVICE

Model Training Strategies

  • Choose pre-training from scratch with ample relevant data and compute.
  • Prioritize prompt tuning for limited examples, fine-tuning for larger datasets, and prompting for very few examples.
ANECDOTE

Doctor Google

  • Elad Gil's son's doctor Googled his symptoms in the emergency room.
  • This highlighted the current state of medical information access, even for professionals.
INSIGHT

Balancing Safety and Access

  • Medical AI must prioritize safety due to high stakes.
  • Widespread health information seeking necessitates responsible development, balancing benefit and risk.
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