# Last call!

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Hi Thomas,

Last chance to sign up for Thursday's webinar on architecting multimodal data pipelines that scale.

Don't miss the opportunity to 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

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