Mr. Sridhar Nuti

Designing Elastic Compute Infrastructure for Data-Intensive Model Training in Hybrid Cloud Environments

Abstract:

As AI and machine learning continue to scale, training massive models isn't just about smart algorithms anymore — it's about having the right infrastructure behind them. In this session, we'll dive into how elastic compute systems can be designed to meet the growing demands of data-heavy training, especially in hybrid cloud setups. By combining the flexibility of cloud platforms with the control of on-premise systems, we’ll explore how to scale resources on demand, speed up training, and avoid overprovisioning. Whether you're optimizing for cost, performance, or resilience, you'll take away practical strategies for managing workloads across complex environments. This talk is all about turning theoretical elasticity into real-world infrastructure that’s ready for tomorrow’s AI challenges.
 

Profile:

Sridhar Nuti

Visionary Cloud Infrastructure and Solutions Architect with over two decades of proven excellence in driving enterprise IT transformation, cloud strategy, and infrastructure modernization across global organizations. With deep expertise in designing and delivering hybrid multi-cloud architectures (Azure, AWS, Nutanix), Sridhar excels at bridging technology with business outcomes—enabling agility, resilience, and operational excellence.

Currently leading strategic architecture initiatives at Nutanix, Sridhar is known for building scalable, automated platforms using Terraform, vRealize, CloudFormation, and Azure ARM templates, and for pioneering database-as-a-service and secure multi-cloud networking with Nutanix Era and Aviatrix. His ability to align infrastructure with innovation has earned him a reputation as a trusted technology leader and transformation catalyst.

Formerly at VMware, he played a key role in shaping cloud adoption strategies for enterprise clients, delivering impactful workshops, technical deep-dives, and customized roadmaps. Sridhar has also led large IT operations teams, managed data center consolidations, and ensured ISO compliance at scale.

Armed with NCAP, NCP-MCI, NCS, VCIX-NV, and VCP certifications, Sridhar brings a rare combination of technical depth, strategic foresight, and hands-on leadership—making him an invaluable asset for organizations navigating today’s complex IT landscapes.