MLOps is an extension of DevOps, fostering a culture where people work together to imagine, develop, deploy, operate, monitor, and improve machine learning systems in a continuous way. Continuous Delivery for Machine Learning (CD4ML) is Thoughtworks’ approach to implement MLOps that adapt the principles, practices, and tools from Continuous Delivery.