The Data Scientist Show - Daliana Liu

Data Science "Mix Martial Arts", applied re-inforcement learning, scaling AI workloads using Ray - Max Pumperla - The Data Scientist Show #065

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Jul 28, 2023
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ANECDOTE

First Project Taught Software Importance

  • Max's first startup project built a new ad evaluation system with no existing analytics or software stack.
  • He realized to be productive, he needed strong software skills to avoid dependency on data engineers.
ANECDOTE

Open Source Led to Remote Job

  • Max contributed to Keras and created LFS for distributed deep learning with Keras on Spark.
  • He landed his first remote Silicon Valley job by tweeting his open source work to Deep Learning 4J creators.
INSIGHT

Ray Simplifies Distributed Python

  • Ray enables seamless scaling of Python code from laptop to clusters with minimal changes.
  • It solves Python's GIL limits by offering simple primitives for parallel and distributed computation.
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