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Scaling AI Platform at LinkedIn: LLMs, Agents, GPUs, Kernels, and More
, Executive Director, AI Platform, LinkedIn
With more than a billion members on the platform, LinkedIn is AI-powered at its very core. In addition to recommendation/ranking powered feed, jobs, etc., we've recently launched many generative AI capabilities, and we heavily leverage NVIDIA GPUs for training. We'll cover our journey of scaling AI platform at all layers, including our GPU infrastructure; GPU kernels (including Kernel fusion), investments in compute foundations for distributed hierarchical checkpointing/restore, elastic queues, scaling large language models (LLMs) via techniques like Zero++, LLM agents, graph neural networks (GNNs), and everything in between. Important: Near capacity, highly suggest arriving early. Attendees are let in on a first-come, first-served basis.