NVIDIA Triton Inference Server in Practice: Operating Multi-Model GPU Inference at Scale

NVIDIA Triton is often introduced as a model server, but operating it well in production is a far more demanding discipline. This book is written for experienced machine learning platform engineers, MLOps practitioners, performance specialists, and infrastructure teams who need to run many models efficiently on shared GPU fleets. It treats Triton not as a black box, but as a controllable serving…