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ml-deployment-helper - ML Model Production Deployment Tool

Prepares ML models for production deployment with containerization, APIs, monitoring, and A/B testing infrastructure

Tags

Updated: 2026-05-11

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • containerize model
  • create API endpoint
  • setup monitoring
  • create A/B test
  • load test model
  • deploy to production
  • rollback model
  • version model

Inputs

  • trained model file
  • model framework
  • API configuration
  • monitoring metrics
  • A/B test parameters
  • traffic split ratio

Outputs

  • Docker container
  • REST API application
  • monitoring dashboard
  • A/B test infrastructure
  • deployment artifacts
  • load test results

Requirements

  • Docker environment
  • container runtime
  • monitoring system
  • model dependencies

Source

  • Spec: SKILL.md

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MLOps
model deployment
containerization
FastAPI
monitoring
A/B testing
machine learning
containerize model
create API endpoint
setup monitoring
create A/B test
trained model file
model framework
API configuration
Docker container
REST API application
monitoring dashboard