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Glossary>Machine Learning Frameworks>NVIDIA Triton Inference Server

NVIDIA Triton Inference Server

NVIDIA Triton Inference Server is a scalable and extensible open-source platform that simplifies the deployment of AI models at scale. It supports multiple frameworks, optimizes inference performance, and manages model versions, enabling efficient and streamlined AI inference in production environments.

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About NVIDIA Triton Inference Server

NVIDIA Triton Inference Server was created by NVIDIA in 2019 to address the need for efficient and scalable AI model deployment in production environments. It was developed to support multiple machine learning frameworks, optimize inference performance, and manage model versions, thereby simplifying the process of deploying AI models at scale.

Strengths of NVIDIA Triton Inference Server include support for multiple frameworks, high scalability, and optimized inference performance. Weaknesses include potential complexity in setup and dependency on NVIDIA hardware for optimal performance. Competitors include TensorFlow Serving, TorchServe, and OpenVINO.

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How to hire a NVIDIA Triton Inference Server expert

A NVIDIA Triton Inference Server expert must have skills in machine learning model deployment, proficiency in multiple ML frameworks (such as TensorFlow, PyTorch, and ONNX), experience with Docker and Kubernetes for containerization and orchestration, knowledge of GPU optimization techniques, and familiarity with REST and gRPC APIs for model serving.

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