What orchestration tools does this skill support?

The skill provides patterns and templates compatible with popular industry tools including Apache Airflow, Dagster, Kubeflow Pipelines, and Prefect.

Does it handle model versioning and tracking?

Absolutely. It integrates best practices for model registries like MLflow and Weights & Biases to ensure full lineage, versioning, and experiment tracking.

Can I use this for real-time feature engineering?

Yes, the skill includes documentation and patterns for both batch training pipelines and real-time feature processing architectures.

How does it help with model deployment?

It provides templates for various deployment patterns, including canary releases, blue-green deployments, and shadow deployments to ensure safe production rollouts.

ML Pipeline Workflow

Name: ML Pipeline Workflow
Author: carloscroc

bycarloscroc

0•

Data Science & ML

Builds and orchestrates end-to-end MLOps pipelines from data preparation through model training, validation, and production deployment.

This skill provides comprehensive guidance and templates for building production-grade Machine Learning pipelines. It covers the entire lifecycle including data ingestion, validation, feature engineering, experiment tracking, and automated deployment. Ideal for data scientists and MLOps engineers, it helps implement reproducible workflows using popular orchestration tools like Airflow or Kubeflow while ensuring best practices for model monitoring, versioning, and failure handling are maintained throughout the system.

Key Features

01End-to-end DAG orchestration patterns for ML workflows

02Deployment automation for canary and blue-green releases

030 GitHub stars

04Automated data validation and quality check frameworks

05Integrated model performance monitoring and drift detection

06Experiment tracking and model registry integration templates

Use Cases

01Automating data lineage and feature engineering processes

02Building reproducible training workflows for production models

03Implementing CI/CD pipelines for machine learning (MLOps)

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add carloscroc/fitness ml-pipeline-workflow

For use in Claude.ai and ChatGPT

Download Skill