Scaling the AI Complexity Wall | Keynote Day 2 | Ray Summit 2024

Опубликовано: 01 Декабрь 2024
на канале: Anyscale
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Watch Robert Nishihara and Keerti Melkote open Day 2 of the Ray Summit 2024 with a comprehensive recap of Day 1's key announcements    • Ray Summit 2024 Keynote Day 1 | Where...  . This segment highlights the significant performance enhancements Anyscale has brought to Ray, including:

– Ray Data improvements resulting in 4.5x faster performance than open source versions
– Ray Serve optimizations offering 56% speed gains
– Ray Train advancements cutting costs by up to 60%
– 5.1x faster node autoscaling
– Up to 6x cost reduction for LLM batch inference compared to AWS Bedrock

The presenters explain how these advancements address the growing AI Complexity Wall, a challenge stemming from unprecedented scale, multimodal data processing, and the emergence of compound AI systems. They demonstrate how Ray, as the AI Compute Engine, provides a solution that supports diverse AI/ML workloads, optimizes resource allocation, and scales seamlessly while simplifying development.

This opening segment sets the stage for understanding Ray's role in overcoming AI complexity and driving innovation across industries.

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Interested in more?
Watch the full Day 1 Keynote:    • Ray Summit 2024 Keynote Day 1 | Where...  
Watch the full Day 2 Keynote    • Ray Summit 2024 Keynote Day 2 | Where...  
Check out the Ray Summit breakout session recordings!

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