Anyscale's Vision and Product Announcements | Keynote Day 1 | Ray Summit 2024

Опубликовано: 19 Ноябрь 2024
на канале: Anyscale
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Join Anyscale co-founders Ion Stoica and Robert Nishihara as they unveil the future of AI scaling with Ray, the AI Compute Engine.

13:17 The keynote begins by addressing the growing "AI Complexity Wall"—a challenge arising from five key trends in AI:

1. Unprecedented scale
2. Multimodal data processing
3. Sophisticated post-training techniques
4. AI-powered optimization
5. The rise of compound AI and agentic systems

15:18 To break through this wall, Stoica and Nishihara introduce Ray as the AI Compute Engine—a solution that supports any AI/ML workload, handles diverse data types and model architectures, optimizes resource allocation, and scales seamlessly while abstracting complexity from developers. They showcase how Ray has enabled companies like Instacart, Niantic, and Canva to achieve remarkable improvements in data processing, code efficiency, and cost reduction.

They dive into how Anyscale builds on Ray, with advanced AI workflow features including:

22:24 Compiled Graphs
27:47 Ray Data, now generally available
28:52 Significant stability improvements to Ray, including 4x supported nodes
37:50 RayTurbo: Anyscale's Optimized Ray Runtime
44:53 Anyscale Machine Pools
45:53 Anyscale's Kubernetes Operator
47:48 Anyscale's Advanced Instance Manager
49:51 Anyscale Governance Suite
51:07 Reimagined Anyscale UX
54:58 Anyscale LLM Suite
59:07 Anyscale availability on AWS and GCP marketplaces

Don't miss this showcase of cutting-edge solutions designed to tackle the most pressing challenges in AI workload management and deployment.

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Liked this video? Watch the full Day 1 Keynote:    • Ray Summit 2024 Keynote Day 1 | Where...   or check out the Ray Summit breakout session recordings!

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