As Large Language Models become foundational to modern applications, the complexity of securing and managing the right GPU infrastructure is a critical bottleneck. This session demystifies GPU consumption at scale, from single-GPU setups to vast, multi-node clusters. We will then introduce NVIDIA DGX Cloud Lepton, a revolutionary AI platform and compute marketplace. Discover how Lepton connects developers to a global network of cloud partners, unlocking access to tens of thousands of GPUs to build the next generation of AI.

Key Takeaways:

- GPU and multi-node system architectures for AI.
- Navigating abstraction layers: Bare Metal, VMs, and Kubernetes.
- Unifying access with the DGX Cloud Lepton compute marketplace.
- Achieving location and vendor-agnostic AI deployment.