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Greg Wood

Speaker

Greg Wood

2

talks

Lead SSA Databricks

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Cross-Region AI Model Deployment for Resiliency and Compliance

AI for enterprises, particularly in the era of GenAI, requires rapid experimentation and the ability to productionize models and agents quickly and at scale. Compliance, resilience and commercial flexibility drive the need to serve models across regions. As cloud providers struggle with rising demand for GPUs in environments, VM shortages have become commonplace, and add to the pressure of general cloud outages. Enterprises that can quickly leverage GPU capacity in other cloud regions will be better equipped to capitalize on the promise of AI, while staying flexible to serve distinct user bases and complying with regulations. In this presentation we will show and discuss how to implement AI deployments across cloud regions, deploying a model across regions and using a load balancer to determine where to best route a user request.

In today's data-driven landscape, the ability to efficiently harness the power of AI is crucial for businesses seeking to unlock valuable insights and drive innovation. This session will explore how BigQuery, Google Cloud's leading data warehouse solution, can accelerate your AI initiatives. Discover how BigQuery's serverless architecture, built-in machine learning capabilities, and seamless integration with Google Cloud's AI ecosystem empower you to build, train, and deploy ML models at scale. Whether you're a data scientist, engineer, or business leader, this session will provide you with actionable insights and strategies to supercharge your AI efforts with BigQuery.