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Agentic AI Atlas · Model Serving
skill-area:model-servinga5c.ai
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skill-area:model-serving

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Model Serving overview

Deploying and operating machine learning models in production — inference servers, batching strategies, hardware-aware optimization, autoscaling, and low-latency endpoint design for ML and LLM workloads.

SkillAreaOutgoing · 5Incoming · 14

Attributes

displayName
Model Serving
description
Deploying and operating machine learning models in production — inference servers, batching strategies, hardware-aware optimization, autoscaling, and low-latency endpoint design for ML and LLM workloads.
domains
  • domain:ml-ops
expertiseLevels
  • intermediate
  • expert

Outgoing edges

applies_to1
  • domain:ml-ops·DomainMLOps
prerequisite_for_learning4
  • skill-area:llm-infrastructure·SkillAreaLLM Infrastructure
  • skill-area:model-serving-deployment·SkillAreaModel Serving and Deployment
  • skill-area:model-serving-operations·SkillAreaModel Serving
  • skill-area:model-optimisation·SkillAreaModel Optimisation

Incoming edges

contains1
  • specialization:recommendation-infrastructure·Specialization
prerequisite_for_learning1
  • skill-area:model-evaluation·SkillAreaModel Evaluation & Selection
requires_expertise2
  • responsibility:inference-latency-sla·ResponsibilityInference latency SLA
  • role:machine-learning-ops-engineer·RoleMachine Learning Ops Engineer
tool_used_by4
  • tool:vllm·ToolvLLM
  • tool:tensorrt·ToolTensorRT
  • tool:triton-inference·ToolTriton Inference Server
  • tool:onnx-runtime·ToolONNX Runtime
used_for6
  • tool:mlflow·ToolMLflow
  • tool:bentoml·ToolBentoML
  • tool:vllm·ToolvLLM
  • tool:tensorrt·ToolTensorRT
  • tool:triton-inference·ToolTriton Inference Server
  • tool:onnx-runtime·ToolONNX Runtime

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