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Topic Cybersecurity

October 18, 2021

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.

Awalin Sopan
Konstantin Berlin
August 9, 2018June 22, 2020

AI DevOps: Behind the Scenes of a Global AV’s Machine Learning Infrastrcture

Alex Long
August 1, 2015June 22, 2020

Graphic Content Ahead: Towards Automated Scalable Analysis of Graphical Images Embedded In Malware

Alex Long
Sophos AI - Smarter Security
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