# Upcoming Webinar: Multimodal data: Architecting pipelines that don’t…

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Hi Thomas,

Your GPUs sit idle 50%+ of the time on multimodal - video, images, text, voice, etc. - pipelines. We're hosting a live webinar to show you how to fix it.

In this webinar you'll learn:

Why multimodal data pipelines break traditional batch processing engines and architectures

How to avoid I/O between CPU → GPU steps that lead to +50% GPU idle time

How to build a streaming, CPU+GPU pipeline with Ray Data

You'll leave with a clear view of how Ray and Anyscale work together to keep your GPUs busy.

If you are a computer vision engineer, researcher, or ML engineer working on physical AI or multimodal systems, this session is for you.

Register

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Advance your AI Platform with Anyscale.

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