Can I use this for real-time feature engineering?

Yes, the skill includes patterns for both batch training pipelines and real-time stream processing for features.

How does it handle experiment tracking?

It offers integration strategies for tools like MLflow and Weights & Biases to manage metrics, hyperparameters, and model versions.

What orchestration tools does this skill support?

It provides patterns and guidance for popular tools like Apache Airflow, Dagster, Kubeflow Pipelines, and Prefect.

Does it include model monitoring?

Absolutely. It covers model performance drift monitoring, latency tracking, and automated validation before deployment.

ML Pipeline Workflow

Name: ML Pipeline Workflow
Author: Activer007

byActiver007

0•

데이터 과학 및 ML

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

This skill provides comprehensive architectural guidance and implementation patterns for creating production-ready MLOps pipelines. It helps users design robust DAG-based workflows for data ingestion, feature engineering, and automated model training while integrating essential practices like experiment tracking, model versioning, and performance monitoring. Whether you are setting up a new pipeline using Airflow or Kubeflow or optimizing existing deployment strategies like blue-green or canary releases, this skill offers the templates and best practices needed for scalable machine learning operations.

주요 기능

01End-to-end DAG orchestration for ML workflows

02Continuous training and model performance monitoring

03Experiment tracking and model registry integration

040 GitHub stars

05Production-grade deployment strategies (Canary, Blue-Green)

06Automated data validation and feature engineering pipelines

사용 사례

01Designing a reproducible ML training pipeline from scratch

02Automating model deployment and validation within a CI/CD environment

03Implementing data drift detection and continuous retraining logic

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add activer007/ordinary-claude-skills ml-pipeline-workflow

For use in Claude.ai and ChatGPT

Download Skill