"Upstream" with Erik Torenberg

E97: Combining Biology and AI w/ Michael Levin and Dr. Leo Pio Lopez

6 snips
Nov 23, 2024
Guest
Leo Pio Lopez
Guest
Michael Levin
In this discussion, Michael Levin, a Tufts Biology Professor, and Dr. Leo Pio Lopez, a staff scientist, delve into the fascinating intersection of biology and AI. They reveal how advanced AI techniques can unify biological datasets, predicting links between neurotransmitters and diseases like melanoma. The duo explores ethical implications of AI in enhancing human capabilities and optimizing drug development. They also touch on how machine learning can deepen our understanding of cancer dynamics and the need for proper standards in biological data.
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INSIGHT

Beyond Micromanagement

  • Biology offers an interface for interacting with complex systems without micromanagement.
  • AI can bridge communication between us and other intelligences, like our cells.
ANECDOTE

Training Animals

  • Humans have trained animals for millennia without deep biological knowledge.
  • This demonstrates that intelligent systems simplify interaction via interfaces.
INSIGHT

Data Limitations in Biology

  • Current biological data focuses on micro-level details, not functional outcomes.
  • We need more data on shape, structure, and function for AI to understand morphogenesis.
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