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Ray Community Meetup Jan 25, 2023: Ray in Review for 2022

Ray Community Meetup Jan 25, 2023: Ray in Review for 2022

We are delighted to kick off New Year with our first January Ray Meetup with talks from Ray community users and committers. Join us to hear from the Ray team at Anyscale and Shopify about Ray and its usage.

Agenda:
5:00 p.m. Welcome remarks, Year 2022: Ray in Review & upcoming announcements - Jules Damji, Anyscale
Talk 1 (35-40 mins): Monitor & prevent out-of-memory problems with Ray OOM monitor - Clarence Ng, Anyscale
Q & A (10 mins)
Talk 2 (35-40 mins): How Shopify used Ray<>Tensorflow to build a Product Hierarchical Categorization model to auto classify billions of products using NLP and Computer Vision, Kshetrajna Raghavan, Shopify

Anyscale

January 27, 2023
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Transcript

  1. Welcome to the Bay Area Meetup Ray community talks January

    25, 2023 Hosted by Jules S. Damji, Ray Advocacy Team @ Anyscale Email: [email protected] Twitter: @2twitme
  2. Agenda: Virtual Meetup Talk 1: Announcements, Upcoming events, Ray in

    Review 2022 - Jules S. Damji, Anyscale Talk 2: Monitor & Prevent out-of-memory problems with Ray OOM monitor - Clarence Ng, Anyscale Talk 3: How Shopify used Ray<>TensorFlow to build a product hierarchical categorization model to auto classify billions of products using NLP & Computer Vision - Kshetrajna Raghavan, Shopify
  3. Ray Summit 2023 - CfP • Open 1/3/2023– February 2/17/

    2023 • In-person Conference 9/18-20, 2033 ◦ Marriott Marquis, San Francisco, • CfP: https://bit.ly/cfp-ray-summit-2023
  4. AIR simplifies scalable ML infrastructure Integrations with best-of-breed libraries/ MLOps

    tools A unified end-to-end ML runtime Make scaling easy for both data scientists and ML engineers
  5. Ray AI Runtime (AIR) High-level libraries that make scaling easy

    for both data scientists and ML engineers.
  6. AIR integrations 11 • Built-in integrations Built-in integrations Integrations API

    Custom scalable components • Integrations API to easily add or extend integrations • Custom scalable components can be built on Ray Core
  7. Top 5 achievements for Ray in 2022 3. Restructured Ray

    Documentation • TOC • Code examples & snippets • User guides • Runnable notebooks • Navigable & searchable docs
  8. Top 5 achievements for Ray in 2022 Early days of

    Ray at O’Reilly AI conference … circa 2018
  9. Top 5 achievements for Ray in 2022 4 & 5

    Ray Community + Ray Summit 2022 Colombia Toronto … and many more! Los Angeles Japan China Boston
  10. Ray: Fastest growing scalable compute framework 1,000+ Organizations Using Ray

    23,000+ GitHub stars 5,000+ Repositories Depend on Ray 770+ Community Contributors
  11. Ray Summit 2022 • Huge community gathering …. • 40

    + Ray sessions … • 210 + attendees trained • 600+ In-person attendees • 22 different US states, 15 countries