Productionizing ML APIs: CI/CD Pipeline Design, Automation & AWS Deployment Explained

Productionizing ML APIs: CI/CD Pipeline Design, Automation & AWS Deployment Explained

https://knowledge.businesscompassllc.com/productionizing-ml-apis-ci-cd-pipeline-design-automation-aws-deployment-explained/

Moving from ML prototype to production-ready API isn’t just about writing better code—it’s about building systems that can handle real users, scale automatically, and keep running when things go wrong. This podcast walks data scientists, ML engineers, and DevOps teams through the complete process of productionizing machine learning models using modern CI/CD practices and AWS infrastructure.