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DataFunTalk
DataFunTalk
Dec 23, 2023 · Artificial Intelligence

NVIDIA Merlin: Product Overview, Models, Distributed Embeddings, Hierarchical KV and Parameter Server

This article introduces NVIDIA's Merlin recommendation system suite, detailing its product overview, model and system libraries, TensorFlow Distributed Embedding plugin, hierarchical key‑value store, and hierarchical parameter server, while highlighting integration with NVTABULAR, Triton, and performance gains on GPU‑accelerated training and inference.

Distributed EmbeddingGPU AccelerationHierarchical KV
0 likes · 13 min read
NVIDIA Merlin: Product Overview, Models, Distributed Embeddings, Hierarchical KV and Parameter Server
DataFunSummit
DataFunSummit
Nov 19, 2023 · Artificial Intelligence

Overview of NVIDIA Merlin for Recommendation Systems

This article introduces NVIDIA's Merlin suite, covering product overview, Merlin Models & Systems, the TensorFlow Distributed Embedding (TFDE) plugin, the Hierarchical‑KV library, and the Hierarchical Parameter Server (HPS), while highlighting their architecture, performance benefits, and ease of integration for large‑scale recommendation workloads.

Distributed EmbeddingGPU AccelerationHierarchical KV
0 likes · 13 min read
Overview of NVIDIA Merlin for Recommendation Systems