MLOps Roadshow: Building a Matured MLOps Framework on AWS
In this talk, we’ll cover how to leverage AWS best practices for Machine Learning Operations (MLOps). We’ll provide motivation for early adoption of MLOps for successful machine learning projects. Topics such as data management, model training, deployment, production monitoring, and quality control will be covered with a focus on automation and reproducibility. We’ll show how to choose the right tools for each stage of the ML lifecycle to help automate repetitive tasks, and accelerate model development and deployment.