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THE CRITICAL ROLE OF STORAGE IN OPTIMIZING AI TRAINING WORKLOADS


Oct 30 2024, 7:00am

Duration: 60 mins



PRESENTED BY

Ugur Kaynar, Dell Technologies; Jayanthi Ramakalanjiyam, Celestica


ABOUT THIS TALK

This presentation examines the critical role of storage solutions in optimizing
AI workloads, with a primary focus on storage-intensive AI training workloads.
We will highlight how AI models interact with storage systems during training,
focusing on data loading and checkpointing mechanisms. We will explore how AI
frameworks like PyTorch utilize different storage connectors to access various
storage solutions. Finally, the presentation will delve into the use of
file-based storage and object storage in the context of AI training: Attendees
will: - Gain a clear understanding of the critical role of storage in AI model
training workloads - Understand how AI models interact with storage systems
during training, focusing on data loading and checkpointing mechanisms - Learn
how AI frameworks like PyTorch use different storage connectors to access
various storage solutions. - Explore how file-based storage and object storage
is used in AI training

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