Introduction to Artificial Intelligence

  1. AI Ethics and Societal Impact
    1. Fairness and Bias
      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 and Mitigation
                        1. Bias Auditing
                          1. Preprocessing Methods
                            1. In-Processing Methods
                              1. Post-Processing Methods
                            2. Transparency and Explainability
                              1. Interpretable Machine Learning
                                1. Linear Models
                                  1. Decision Trees
                                    1. Rule-Based Systems
                                    2. Explainable AI (XAI)
                                      1. Local Explanations
                                        1. Global Explanations
                                          1. Counterfactual Explanations
                                            1. Feature Importance
                                            2. Model Transparency
                                              1. White-Box Models
                                                1. Black-Box Explanations
                                                  1. Visualization Techniques
                                                2. Privacy and Security
                                                  1. Privacy-Preserving ML
                                                    1. Differential Privacy
                                                      1. Federated Learning
                                                        1. Homomorphic Encryption
                                                        2. Data Protection
                                                          1. Anonymization
                                                            1. Pseudonymization
                                                              1. Data Minimization
                                                              2. Adversarial Robustness
                                                                1. Adversarial Examples
                                                                  1. Attack Methods
                                                                    1. Defense Strategies
                                                                    2. AI Security
                                                                      1. Model Stealing
                                                                        1. Poisoning Attacks
                                                                          1. Backdoor Attacks
                                                                        2. Societal and Economic Impact
                                                                          1. Future of Work
                                                                            1. Job Displacement
                                                                              1. Job Creation
                                                                                1. Skill Requirements
                                                                                  1. Retraining Needs
                                                                                  2. AI for Social Good
                                                                                    1. Healthcare Applications
                                                                                      1. Education Technology
                                                                                        1. Environmental Monitoring
                                                                                          1. Disaster Response
                                                                                          2. Economic Implications
                                                                                            1. Productivity Gains
                                                                                              1. Market Concentration
                                                                                                1. Digital Divide
                                                                                                  1. Policy Responses
                                                                                                2. AI Governance and Regulation
                                                                                                  1. Ethical Frameworks
                                                                                                    1. Principle-Based Approaches
                                                                                                      1. Consequentialist Ethics
                                                                                                        1. Deontological Ethics
                                                                                                          1. Virtue Ethics
                                                                                                          2. Regulatory Approaches
                                                                                                            1. Government Regulation
                                                                                                              1. Industry Self-Regulation
                                                                                                                1. International Cooperation
                                                                                                                2. AI Safety and Alignment
                                                                                                                  1. Value Alignment Problem
                                                                                                                    1. Control Problem
                                                                                                                      1. Long-Term Safety
                                                                                                                        1. Existential Risk
                                                                                                                        2. Professional Responsibility
                                                                                                                          1. Engineering Ethics
                                                                                                                            1. Research Ethics
                                                                                                                              1. Corporate Responsibility
                                                                                                                                1. Individual Accountability

                                                                                                                            Previous

                                                                                                                            7. Computer Vision and Perception

                                                                                                                            Go to top

                                                                                                                            Back to Start

                                                                                                                            1. Foundations of Artificial Intelligence