{"repo":"kingabzpro/A-to-Z-MLOps","free":true,"listed":false,"github":"https://github.com/kingabzpro/A-to-Z-MLOps","clone":"git clone https://github.com/kingabzpro/A-to-Z-MLOps.git","description":"A complete MLOps project.","language":"Jupyter Notebook","stars":17,"topics":["cicd","fastapi","kaggle","machine-learning","mlflow","mlops","prefect","text-classification","docker","docker-compose"],"license":"MIT","category":"deployment-docker-iac","readme_excerpt":"📰 News Classification MLOps Production-ready MLOps pipeline for classifying news articles. Built with FastAPI, Docker, Kubernetes, and modern observability tools. What This Is An end-to-end machine learning pipeline that ingests news data, trains classification models, and serves predictions through a REST API with full monitoring and orchestration. 🚀 Quick Start 📚 Documentation 📡 API Reference ✨ Key Capabilities - 🔄 Automated Pipeline - Data processing, model training, and deployment orchestrated with Prefect - ⚡ Production API - FastAPI with batch prediction, authentication, rate limiting, and caching - 📊 Full Observability - Prometheus metrics, Grafana dashboards, MLflow experiment tracking - 🐳 Container-Ready - Docker Compose for local development, Kubernetes for production - 🧪 Comprehensive Testing - Unit, integration, and load testing with Locust 🚀 Quick Start Access the services: - 🔥 API & Docs : http://localhost:7860/docs - 📈 MLflow Tracking : http://localhost:5000 - 📉 Grafana Dashboards : http://localhost:3000 - 🔍 Prometheus Metrics : http://localhost:9090 - ⚙️ Prefect Orchestration : http://localhost:4200 Test the API: 📚 Documentation Detailed guides available in the Wiki: - 🚀 Quick Start - Complete setup instructions - 📁 Project Structure - Codebase organization - 📡 API Reference - All endpoints documented - ⚙️ Configuration - Environment variables - 📊 Monitoring - Observability setup - ☁️ Cloud Deployment - AWS, GKE, AKS guides - 🛠️ Development ","default_branch":null,"files":null,"tree":[],"storefront":"/r/kingabzpro","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/kingabzpro/A-to-Z-MLOps/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}