{"repo":"Suraj-G-Rao/Complete-MLOPS","free":true,"listed":false,"github":"https://github.com/Suraj-G-Rao/Complete-MLOPS","clone":"git clone https://github.com/Suraj-G-Rao/Complete-MLOPS.git","description":"Learned comprehensive MLOps practices covering the complete machine learning lifecycle from development to production deployment and monitoring.","language":"Jupyter Notebook","stars":48,"topics":["dagshub","dvc","github-actions","grafana","mlflow","mlops"],"license":"MIT","category":"analytics","readme_excerpt":"Complete MLOps Bootcamp A comprehensive repository containing 10+ end-to-end Machine Learning projects following the Complete MLOps Bootcamp by Krish Naik on Udemy. This repository covers the entire MLOps lifecycle from data ingestion to model deployment and monitoring. 📚 Course Structure This repository is organized into modules that cover different aspects of MLOps: 🏗️ Core MLOps Components - 1-Introduction - MLOps fundamentals and overview - 2-MLFLOW - Experiment tracking and model registry - 3-DVC - Data version control and pipeline orchestration - 4-Dagshub - Git-based ML platform integration - 5-Mlpipeline - Building ML pipelines - 6-MLflow with AWS - Cloud integration for model management 🐳 Containerization & Orchestration - 7-Dockers - Containerizing ML applications - 8-Apache Airflow - Workflow orchestration and scheduling - 9-ETL Pipeline - Data extraction, transformation, and loading 🚀 CI/CD & Deployment - 10-Github Actions - Automated workflows and CI/CD - 11-Github Actions with DockerHub - Container-based deployments 🎯 End-to-End Projects - 12-End-End DataScience Project - Complete ML pipeline implementation - 13-End to End Network Security Project - ML for cybersecurity applications - 14-End to End NLP Text Summarizer - Natural Language Processing project - 15-AWS Sagemaker - Cloud-based ML platform - 16-Grafana - Monitoring and visualization - 17-LLmOps - Large Language Model operations 🛠️ Technologies Covered - Experiment Tracking : MLflow, Dagshub - Ver","default_branch":null,"files":null,"tree":[],"storefront":"/r/Suraj-G-Rao","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/Suraj-G-Rao/Complete-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."}