Artificial Intelligence, Product Management, Machine Learning, Application Development.
systems are not one-off deployments, but require ongoing lifecycle management. The underlying models need to be continuously monitored, evaluated, refined, and updated in response to evolving data distributions, changing business requirements, and shifting external conditions. Unlike traditional