ML Algorithms

Advanced machine learning powering next-generation cybersecurity

Deep Learning

Algorithms:

CNNRNNLSTMTransformers

Applications:

  • Malware Detection
  • Network Anomalies
  • Behavior Analysis

Ensemble Methods

Algorithms:

Random ForestXGBoostLightGBMCatBoost

Applications:

  • Risk Scoring
  • Threat Classification
  • Fraud Detection

Reinforcement Learning

Algorithms:

DQNPPOA3CMulti-Agent RL

Applications:

  • Automated Response
  • Policy Optimization
  • Adaptive Defense

Natural Language Processing

Algorithms:

BERTGPTRoBERTaKnowledge Graphs

Applications:

  • Threat Intelligence
  • Log Analysis
  • Social Engineering Detection