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Use GPUs to Accelerate Vector Databases
, Principal Engineer, ML, Data Mining, and Vector Search, NVIDIA
, Senior software engineer, NVIDIA
, Product Manager, Vector Search, NVIDIA
Vector databases are a hot topic today for semantic search, and they're powering everything from generative AI workloads to recommender systems. This lab will provide hands-on instruction for optimizing vector database workloads on the GPU, including (1) optimizing ingest and index creation at scale, (2) choosing the best indexes for your data, and (3) tuning the indexes to trade off search speed and quality. Prerequisite(s):
This lab assumes basic Python skills and only a high-level familiarity with databases. No familiarity with vector search or vector databases is assumed.