The role of CometML in managing the process of developing machine learning models

CometML, a company founded by Gideon Mendels, assists machine learning teams in building and managing models. They provide a research-driven approach that helps teams track data sets, conduct experiments, and monitor model performance in production. Offline and online metrics play a crucial role in evaluating model performance. While offline metrics like accuracy and recall are measured during training, online metrics, such as model drift, become necessary in production when ground truth data is unavailable. CometML aims to bridge the gap between software engineering and data science by offering a comprehensive platform for managing machine learning projects.