This solution overview describes HPE Machine Learning Inference Software as a streamlined platform for deploying, managing, and monitoring machine learning models at scale, with a strong focus on generative AI and large language models. Built to bridge the gap between model development and production, the software simplifies inference deployment using NVIDIA Inference Microservices (NIM) and supports direct model packaging from NVIDIA NGC and Hugging Face. It provides zero-code deployment for select models, built-in load balancing, autoscaling, security controls, and integrated monitoring. Designed for ML engineers and IT operations teams, the platform reduces Kubernetes complexity, avoids vendor lock-in, and supports multicloud, on-premises, and HPE GreenLake environments, enabling faster

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