Analyzing Security ML Models with Imperfect Data in Production
Check out our paper to see how the power of visualization fulfilled the operational needs of our industry research team to detect and resolve the frequently seen issues in our productionized operational security models. We described the full step-by-step design of the user interface and shared the lessons we learned, and demonstrated how we used the system. We added multiple simple views rather than one complex view to support data scientists’ workflow while keeping it simple for high-level users. We focused on finding trends and anomalies in data feeds relevant to the models. A combination of several charts enabled the team to ask questions, verify their hypotheses and generate insights.