4 Topic Commentaries

AI Training: The Big Picture

AI Training: The Big Picture

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  Bakul Patel, MS, MBA

  Digital health regulation

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  U.S. Food and Drug Administration

  “This action plan outlines the FDA’s next steps towards furthering oversight for AI/ML-based SaMD,”

  Source
• 

  John D. Halamka, MD, MS

  Clinical informatics and digital health

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  Mayo Clinic

  ‘Are we going to be able to take technologies, like emerging AI, and make them fair, appropriate, valid, equitable and safe?’

  Source
• 

  Nigam H. Shah, MBBS, PhD

  Biomedical informatics

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  Stanford University / Stanford Health Care

  “Broadly speaking, models do math and yield probability estimates that help you decide whether to act,”

  Source
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  Lucila Ohno-Machado, MD, MBA, PhD

  Biomedical informatics and data science

  •

  Yale School of Medicine

  “We can try to tweak algorithms [that drive AI], but there is no substitute for having high-quality training data, and quality construction of models.”

  Source