ML in Cybersecurity¶

Applications¶

• Detection
  • Malware
  • Intrusion events
  • Phishing
  • Botnets
• Authentication
  • Biometrics
• Forensics
  • Threat Actor fingerprinting
• Pen-testing

Challenges¶

• Labelling
  • Few datasets
  • Unbalanced
  • Unlabelled
• Heterogeneity
  • Tabular data
  • Network graphs
  • Concept drift
• Volume
  • Tera-Petabytes
  • Streaming
• Obfuscation
  • Discrimination

Solution¶

- Transfer learning for Adversarial discriminative domain adaptation¶

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