Alluxio Monthly Webinar: Model Training Across Regions and Clouds – Challenges, Solutions and Live Demo
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Model Training Across Regions and Clouds – Challenges, Solutions and Live Demo
AI training workloads running on compute engines like PyTorch, TensorFlow, and Ray require consistent, high-throughput access to training data to maintain high GPU utilization. However, with the decoupling of compute and storage and with today’s hybrid and multi-cloud landscape, AI Platform and Data Infrastructure teams are struggling to cost-effectively deliver the high-performance data access needed for AI workloads at scale.
Join Tom Luckenbach, Alluxio Solutions Engineering Manager, to learn how Alluxio enables high-speed, cost-effective data access for AI training workloads in hybrid and multi-cloud architectures, while eliminating the need to manage data copies across regions and clouds.
What Tom will share:
AI data access challenges in cross-region, cross-cloud architectures.
The architecture and integration of Alluxio with frameworks like PyTorch, TensorFlow, and Ray using POSIX, REST, or Python APIs across AWS, GCP and Azure.
A live demo of an AI training workload accessing cross-cloud datasets leveraging Alluxio's distributed cache, unified namespace, and policy-driven data management.
MLPerf and FIO benchmark results and cost-savings analysis.
Speaker: Tom Luckenbach
Tom Luckenbach is an ardent technologist and thought leader with experience at some of the Bay Area's top companies, including MongoDB, Oracle, DataStax, and NetApp. Currently, he is a Solutions Engineering Manager at Alluxio, a leading data orchestration solution for data analytics in the era of AI. Tom is passionate about creating solutions to help customers solve complex problems.
About Alluxio
Alluxio solves data challenges by providing a platform between your existing compute engines and storage systems, optimizing data access at every step of your data pipeline to accelerate analytics and AI workloads, on-prem, in the cloud, or both.
If you're interested in learning more and discovering how Alluxio can fit into your existing tech stack, schedule a demo here.
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