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Serve Deploy Ml Model

Agent skill
1 skill

Deploys a trained ML model to production — packaging it with the identical training-time preprocessing, registering a versioned model+code+data triple, serving via batch or online REST/gRPC behind a runtime (BentoML/TorchServe/Triton/ONNX), with autoscaling/warmup and canary/shadow rollout — so served predictions reproducibly match offline scoring.

Install with
Claude CodeCodexCursorGitHub CopilotGemini CLI

Supported by the Atlas install prompt. Skill-specific requirements vary.

Skill stats

Skills1CategoryEngineeringStars0

About this skill

Deploys a trained ML model to production — packaging it with the identical training-time preprocessing, registering a versioned model+code+data triple, serving via batch or online REST/gRPC behind a runtime (BentoML/TorchServe/Triton/ONNX), with autoscaling/warmup and canary/shadow rollout — so served predictions reproducibly match offline scoring.

Quick start

  1. Copy the install prompt. Use the green button above this README.
  2. Send it to your agent. Paste it into your coding agent’s chat and send.
  3. Review the setup. Your agent checks the skill’s instructions, requirements, and installation scope.
Review, license & listing details
Review the source before using this skill

This is an imported listing. We haven’t certified its safety, license, or compatibility. Skills may include executable scripts.

Automated security scan: Partial

Only SKILL.md was scanned. Supporting files and scripts were not checked. No safety grade has been assigned.

0 potential findings · Scanned 11/4/2026 · Scanner 0.2.1

Content SHA-256: 4dfcba8bb9e0e94ffd628382894578a21bd68b5b4bc6f663e88a6b9230963ee4

About scan coverage and limitations

About this listing

Category
Engineering
Reported license
Apache-2.0
Listing language (estimated)
English
Review status
Not individually reviewed
Agent compatibility
Atlas installation supports Claude Code, Codex, and Cursor. Skill-specific dependencies and features are checked during setup.
Serve Deploy Ml Model | Agent Skills Atlas