Vanishing Gradients

Episode 7: The Evolution of Python for Data Science

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May 1, 2022
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INSIGHT

Necessity Drove Modular Innovation

  • The PyData ecosystem grew because domain experts built small, fit-for-purpose tools out of necessity.
  • That produced a modular, composable landscape rather than monolithic, over-engineered frameworks.
ADVICE

Invest In Human Bonds

  • Prioritize human relationships and shared values when building open-source communities.
  • Invest in conferences and mentorship to convert mailing-list contacts into long-term collaborators.
ADVICE

Lower Language Barriers

  • Be mindful of language and access barriers; make contribution channels welcoming to non-native English speakers.
  • Reduce friction in communication so global contributors feel comfortable posting and participating.
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