During the Comet ML Office Hours session, held on February 2, 2022, experts Dr. Santona Tuli, Susan Shu Chang, and Dr. W. Ronny Huang discussed the intricacies of managing machine learning projects across different stages, from research to deployment in large enterprises. The session, hosted by Harpreet Sahota, emphasized the importance of defining clear responsibilities and ownership within teams to manage ML pipelines effectively, with Susan highlighting the benefits of allowing team members to leverage their unique strengths. The experts agreed on the necessity of monitoring models post-deployment to ensure expected behavior, with Dr. Tuli advocating for prompt responses to alerts and Dr. Huang recommending pre-deployment testing using synthetic data. The session encouraged attendees to participate in future Office Hours to explore evolving discussions around data science and ML practices.