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Accelerating Autonomous Driving Development with Ray

Anyscale via YouTube

Overview

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Learn how Zoox revolutionizes autonomous vehicle development through Ray's powerful machine learning capabilities in this 22-minute conference talk from Ray Summit 2024. Discover the innovative integration of Ray's ecosystem with Zoox's existing ML infrastructure as speakers Rong Zhou and Eli Stevens demonstrate how Ray Data, Ray Train, and Ray Serve enhance their machine learning pipeline. Explore the seamless connection between Ray and tools like PyTorch Lightning, along with Zoox's proprietary orchestration framework. Gain insights into their model-based serving architecture built on Ray Serve and Amazon EKS, showcasing practical implementations for rapid deployment and scaling of ML models in production environments for autonomous driving applications.

Syllabus

How Zoox Accelerated Autonomous Driving with Ray | Ray Summit 2024

Taught by

Anyscale

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