Talk Python To Me

#356: Tips for ML / AI startups

Mar 14, 2022
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ANECDOTE

TED Talk Audio Became Our Longstanding Test File

  • Anecdote: Dillon Fox used the same TED talk audio file as a long-term regression test when building AssemblyAI.
  • He and engineers still write tests around that audio sample and joke it's a legacy founder ritual.
ADVICE

Ship An MVP To Win Your First Customer

  • Do prioritize shipping an MVP to close your first customer rather than chasing state-of-the-art research.
  • Bill Gates Fox recommends focusing on product-market fit and iterating from a real customer instead of perfecting research models first.
INSIGHT

PyTorch Leads Research To Production

  • Insight: Most cutting-edge ML research is implemented in PyTorch first, making it easier to adopt new architectures.
  • Assembly AI switched from TensorFlow to PyTorch because papers and example code appear far more often in PyTorch.
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