Can it help with monitoring production models?

Yes, it provides scripts for detecting feature drift using KS tests and setting up Prometheus-style alerts for latency and error rates.

Does it provide Kubernetes support?

Absolutely. It includes production-ready YAML templates for model deployments, including resource limits, health checks, and autoscaling rules.

How does this skill handle model versioning?

It implements MLflow patterns to log parameters, metrics, and artifacts, allowing for seamless promotion from staging to production stages.

What feature store does this skill support?

While the logic is adaptable, it includes specific implementation patterns for Feast (Feature Store), covering both offline and online retrieval.

MLOps Engineer

Name: MLOps Engineer
Author: borghei

byborghei

•

数据科学与机器学习

Automates machine learning lifecycles by implementing robust pipelines, production-grade model serving, and continuous monitoring.

The MLOps Engineer skill transforms Claude into a senior specialist capable of architecting and managing the entire machine learning lifecycle. It provides expert guidance on transitioning from manual notebooks to fully automated CI/CD workflows, including model versioning with MLflow, real-time serving on Kubernetes, and proactive drift detection. Whether you are building feature stores with Feast or configuring Kubeflow pipelines, this skill ensures your ML infrastructure is scalable, monitored, and compliant with production-grade reliability standards.

主要功能

01End-to-end ML pipeline orchestration using Kubeflow and Airflow

02Feature store implementation for consistent training and serving data

03Production-grade model serving with FastAPI and Kubernetes HPA configurations

04Automated data and concept drift detection using statistical testing

0550 GitHub stars

06Centralized model registry management and experiment tracking with MLflow

使用场景

01Migrating manual ML workflows to a Level 3 MLOps maturity model

02Deploying a high-concurrency fraud detection model to a Kubernetes cluster

03Setting up automated retraining pipelines triggered by performance degradation

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add borghei/claude-skills ml-ops-engineer

For use in Claude.ai and ChatGPT

Download Skill