AI - Augmented Automated Testing in AWS CI/CD Pipelines: A Machine Learning Approach to Enhancing Software Quality

Sai Tarun Kaniganti

Abstract: Artificial intelligence (AI) is expanding into standard business processes, resulting in increased revenue and reduced costs. As AI adoption grows, it becomes increasingly important for AI and machine learning (ML) practices to focus on production quality controls. Productionizing ML models introduces challenges that span organizations and processes, involving the integration of new and incumbent technologies. This whitepaper outlines the challenge of productionizing ML, explains some best practices, and presents solutions. ThoughtWorks, a global software consultancy, introduces the idea of MLOps as continuous delivery for machine learning,

Keywords: AI, machine learning, production quality, business processes, MLOps