Machine Learning Toolbox for Cybersecurity Risk Management

Explore innovative applications of machine learning in cybersecurity risk assessment through this 30-minute conference talk from the RSA Conference. Gain insights from Bugra Karabey, Senior Risk Manager at Microsoft, as he shares unique use cases developed during Microsoft's semi-annual Information Security Risk Reviews. Discover practical scenarios and case studies that demonstrate the power of machine learning models and techniques in identifying unknown cybersecurity risk categories and profiling security incidents. Learn about topic modeling, word embedding, PCA, and visualization techniques to enhance your cybersecurity risk management toolbox. Suitable for professionals with intermediate to advanced knowledge in cybersecurity and machine learning, this talk provides valuable strategies for leveraging AI to improve organizational security posture.

Intro
Topic Modeling
Word Embedding
PCA
Visualization
Summary
Three Patterns
Disclaimer
What next