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.
SophosAI team develops numerous machine learning models that get directly integrated to our products. Currently we have more than 30 models deployed […]
Introduction In the last blog post (linked here for anyone who missed it), I explained what catastrophic forgetting is and […]
Here at the Sophos AI team, our most common goal is to develop deep learning models that inspect a file […]