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Explore the One Stop Anomaly Shop (OSAS), a comprehensive machine learning framework for anomaly detection, in this 29-minute conference talk from the Hack In The Box Security Conference. Dive into the open-source project implementing Adobe's Security Intelligence Team patents and white papers. Learn how OSAS enables users to create custom pre-processing pipelines using predefined recipes for various data types, reducing data scarcity and enhancing anomaly detection accuracy. Discover the unique tagging system that allows for diverse dataset applications and the Expert Knowledge Based tagging component that targets security threats efficiently. Gain insights into the project's full source code, dockerized version with web UI, and Elastic Search OpenDistro integration. Watch a hands-on proof of concept demonstrating how to leverage OSAS off-the-shelf or customize a pipeline quickly. Presented by Andrei Cotaie, a Security Engineer specializing in Incident Response, and Tiberiu Boros, a Ph.D. in computer science focusing on Text-to-Speech Synthesis, both working for Adobe's Security Coordination Center.
