Can I use this for model versioning?

Absolutely. It incorporates MLflow patterns to log model parameters, metrics, and manage artifact versioning during deployment.

How does it handle containerization?

It provides optimized Dockerfile and docker-compose configurations designed specifically for the unique resource requirements of ML workloads.

Which machine learning frameworks are supported?

The skill is framework-agnostic but provides specific patterns for popular libraries like PyTorch, Scikit-learn, and ONNX.

Does this skill help with model monitoring?

Yes, it includes templates for Prometheus integration to track metrics like request latency, error rates, and throughput.

ML Model Deployment

Name: ML Model Deployment
Author: pluginagentmarketplace

bypluginagentmarketplace

•

Data Science & ML

Deploy machine learning models into production environments using robust APIs, containerization, and MLOps workflows.

This skill provides a comprehensive framework for transitioning machine learning models from development to scalable production environments. It assists developers in building high-performance FastAPI endpoints, containerizing applications with Docker, and implementing deep observability using Prometheus. With built-in support for model versioning via MLflow and optimization through ONNX, it ensures that your AI models are not only deployed but also monitored, versioned, and ready for A/B testing in real-world scenarios.

Key Features

01Docker and Docker Compose configuration for ML environments

02MLOps integration for model versioning and A/B testing

031 GitHub stars

04FastAPI-based REST API generation for model inference

05Model optimization and export using ONNX and PyTorch

06Real-time monitoring with Prometheus metrics and health checks

Use Cases

01Implementing monitoring dashboards for tracking model latency and prediction drift

02Wrapping a trained Scikit-learn or PyTorch model in a production-ready API

03Containerizing an ML microservice for deployment to Kubernetes or Cloud providers

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add pluginagentmarketplace/custom-plugin-machine-learning ml-deployment

For use in Claude.ai and ChatGPT

Download Skill