Machine Learning for Developers

  1. Responsible AI and Ethics
    1. Bias and Fairness
      1. Types of Bias
        1. Historical Bias
          1. Representation Bias
            1. Measurement Bias
              1. Evaluation Bias
              2. Fairness Metrics
                1. Individual Fairness
                  1. Group Fairness
                    1. Counterfactual Fairness
                    2. Bias Mitigation
                      1. Pre-processing Techniques
                        1. In-processing Techniques
                          1. Post-processing Techniques
                        2. Model Interpretability
                          1. Interpretability vs Explainability
                            1. Global Interpretability
                              1. Feature Importance
                                1. Model-Agnostic Methods
                                  1. Model-Specific Methods
                                  2. Local Interpretability
                                    1. LIME
                                      1. SHAP
                                        1. Counterfactual Explanations
                                        2. Interpretability Tools
                                          1. What-If Tool
                                            1. InterpretML
                                              1. Alibi
                                            2. Privacy and Security
                                              1. Data Privacy
                                                1. Anonymization Techniques
                                                  1. Differential Privacy
                                                    1. Federated Learning
                                                    2. Model Security
                                                      1. Adversarial Attacks
                                                        1. Model Inversion
                                                          1. Membership Inference
                                                          2. Secure Deployment
                                                            1. Encrypted Inference
                                                              1. Secure Multi-Party Computation
                                                                1. Homomorphic Encryption
                                                              2. Regulatory Compliance
                                                                1. GDPR Compliance
                                                                  1. AI Act Compliance
                                                                    1. Industry-Specific Regulations
                                                                      1. Documentation Requirements

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                                                                    11. Computer Vision for Developers

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                                                                    13. Advanced Topics and Specializations