# ml-pipeline

> Claude/Codex skill by [@jeffallan](https://omgskills.com/library/jeffallan/index.md) · 12k stars · Updated 2026-10-30

Designs and implements production-grade ML pipeline infrastructure: configures experiment tracking with MLflow or Weights & Biases, creates Kubeflow or Airflow DAGs for training orchestration, builds feature store schemas with Feast, deploys model registries, and automates retraining and validation workflows. Use when building ML pipelines, orchestrating training workflows, automating model lifecycle, implementing feature stores, managing experiment tracking systems, setting up DVC for data versioning, tuning hyperparameters, or configuring MLOps tooling like Kubeflow, Airflow, MLflow, or Prefect.

Tags: ai-agents, claude, claude-code, claude-marketplace, claude-skills

## Install

```sh
git clone https://github.com/Jeffallan/claude-skills /tmp/claude-skills && ln -s /tmp/claude-skills/skills/ml-pipeline ~/.claude/skills/ml-pipeline
```

## From README

ML Pipeline Expert Senior ML pipeline engineer specializing in production-grade machine learning infrastructure, orchestration systems, and automated training workflows. Core Workflow Design pipeline architecture — Map data flow, identify stages, define interfaces between components Validate data schema — Run schema checks and distribution validation before any training begins; halt and report on failures Implement feature engineering — Build transformation pipelines, feature stores, and validation checks Orchestrate training — Configure distributed training, hyperparameter tuning, and resource allocation Track experiments — Log metrics, parameters, and artifacts; enable comparison and reproducibility Validate and deploy — Run model evaluation gates; implement A/B testing or shadow deployment before promotion Reference Guide Load detailed guidance based on context: | Topic | Reference | Load When | |-------|-----------|-----------| | Feature Engineering |...

## Links

- HTML page: https://omgskills.com/library/jeffallan/claude-skills/ml-pipeline/
- GitHub: https://github.com/Jeffallan/claude-skills
- Author: [@jeffallan](https://omgskills.com/library/jeffallan/index.md)

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