Predictive Analytics

  1. Ethics and Responsible AI
    1. Algorithmic Bias and Fairness
      1. Sources of Bias
        1. Historical Bias
          1. Representation Bias
            1. Measurement Bias
              1. Evaluation Bias
              2. Fairness Definitions
                1. Individual Fairness
                  1. Group Fairness
                    1. Equalized Odds
                      1. Demographic Parity
                      2. Bias Detection Methods
                        1. Statistical Parity Testing
                          1. Equalized Opportunity Testing
                            1. Calibration Analysis
                            2. Bias Mitigation Strategies
                              1. Pre-processing Techniques
                                1. In-processing Methods
                                  1. Post-processing Adjustments
                                2. Transparency and Accountability
                                  1. Model Transparency Requirements
                                    1. Documentation Standards
                                      1. Audit Trails
                                        1. Stakeholder Communication
                                        2. Privacy and Data Protection
                                          1. Data Anonymization Techniques
                                            1. K-anonymity
                                              1. L-diversity
                                                1. T-closeness
                                                2. Differential Privacy
                                                  1. Privacy Budget
                                                    1. Noise Addition
                                                      1. Privacy-Utility Tradeoff
                                                      2. Secure Multi-party Computation
                                                        1. Federated Learning
                                                        2. Regulatory Compliance
                                                          1. GDPR Implications
                                                            1. Fair Credit Reporting Act
                                                              1. Equal Credit Opportunity Act
                                                                1. Industry-specific Regulations
                                                                2. Governance Frameworks
                                                                  1. AI Ethics Committees
                                                                    1. Model Risk Management
                                                                      1. Approval Processes
                                                                        1. Ongoing Monitoring Requirements

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                                                                      12. Business Applications and Use Cases

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                                                                      1. Foundations of Predictive Analytics