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Explore a data-driven approach to predicting and remediating software vulnerabilities in this conference talk from Converge 2017. Delve into the challenges of managing large-scale vulnerability assessments, learn about real-time analysis techniques, and understand attacker incentives. Discover strategies for prioritizing and addressing vulnerabilities when faced with millions of potential issues. Gain insights into retrospective analysis, predictive modeling, and future directions for improving software security.