The TWIML AI Podcast (formerly This Week in Machine Learning & Artificial Intelligence)

re:Invent Roundup 2020 with Swami Sivasubramanian - #437

Dec 14, 2020
Swami Sivasubramanian, VP of Artificial Intelligence at AWS, shares insights from the recent re:Invent conference. He highlights the introduction of groundbreaking tools like Tranium for efficient machine learning training and SageMaker enhancements for better workflow management. The conversation dives into the significance of integrating DevOps with machine learning processes and showcases tailored AI solutions for industrial applications. With anecdotes reflecting the field's evolution, it underscores the push towards making machine learning accessible to all.
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ANECDOTE

Swami's Start at AWS

  • Swami Sivasubramanian's PhD was in distributed systems, and he interned at AWS/Amazon.
  • His internship project involved building a large-scale database system, which became DynamoDB.
INSIGHT

Cloud Computing's Impact on ML

  • Cloud computing removed barriers to machine learning, like access to compute and data.
  • Deep learning frameworks became simpler, enabling non-experts to program ML models.
INSIGHT

First ML Keynote at re:Invent

  • The first-ever dedicated machine learning keynote was held at re:Invent 2020.
  • This highlights ML's growing importance, shifting from niche to core business strategy.
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