Machine Learning and Cybersecurity

  1. Ethical Considerations and Responsible AI
    1. Bias and Fairness
      1. Sources of Bias
        1. Historical Bias
          1. Representation Bias
            1. Measurement Bias
              1. Evaluation Bias
              2. Fairness Metrics
                1. Demographic Parity
                  1. Equalized Odds
                    1. Individual Fairness
                      1. Counterfactual Fairness
                      2. Bias Mitigation Techniques
                        1. Pre-processing Methods
                          1. In-processing Methods
                            1. Post-processing Methods
                          2. Privacy and Data Protection
                            1. Privacy-Preserving Techniques
                              1. Differential Privacy
                                1. K-Anonymity
                                  1. L-Diversity
                                    1. T-Closeness
                                    2. Data Minimization
                                      1. Regulatory Compliance
                                        1. GDPR
                                          1. CCPA
                                            1. HIPAA
                                          2. Accountability and Transparency
                                            1. Algorithmic Auditing
                                              1. Documentation and Reporting
                                                1. Stakeholder Engagement
                                                  1. Governance Frameworks
                                                  2. Security and Robustness
                                                    1. Adversarial Robustness
                                                      1. Model Security
                                                        1. Data Security
                                                          1. System Security

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                                                        7. Explainable AI and Interpretability

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                                                        9. Emerging Trends and Future Directions