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ml-pipeline-workflow - Build end-to-end ML pipelines

Orchestrate ML workflows from data preparation through model deployment

Tags

Updated: 2026-03-24

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • Design pipeline architecture
  • Orchestrate DAG workflows
  • Validate data quality
  • Engineer features
  • Execute training jobs
  • Track experiments
  • Validate model performance
  • Deploy models to production
  • Monitor model metrics

Inputs

  • Raw data sources
  • ML framework
  • Feature engineering library
  • Experiment tracking platform
  • Workflow orchestration tool

Outputs

  • Trained model
  • Experiment metrics
  • Validation report
  • Deployed model service
  • Monitoring configuration

Requirements

  • Workflow orchestration tool
  • Training environment
  • Deployment platform

Source

  • Spec: SKILL.md
ML Pipeline
MLOps
Data Preparation
Model Training
Model Validation
Model Deployment
Workflow Orchestration
Design pipeline architecture
Orchestrate DAG workflows
Validate data quality
Engineer features
Raw data sources
ML framework
Feature engineering library
Trained model
Experiment metrics
Validation report