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MLOps Pipeline with Jenkins, Docker, and AWS ECS

This project implements an automated MLOps pipeline for deploying a machine learning model, focusing on operational efficiency and security. It integrates Jenkins for CI/CD, Docker for containerization, and AWS ECS for scalable deployment, ensuring a repeatable and reliable workflow. Project Overview The pipeline automates the deployment of a Flask-based ML application, emphasizing Continuous Integration and …

Building a Course-Specific AI Study Assistant: Integrating RAG, AWS, GitHub CI/CD, and Docker

This project combines Retrieval-Augmented Generation (RAG) with AWS for scalability, GitHub CI/CD for automation, and Docker for deployment reliability. It’s a practical dive into AI and DevOps that’s transforming education. Check out the full story on Medium: Read the article from developers’ perspectives, Read the article from educators’ perspectives. Github: https://github.com/shj37/medical_aws_CICD