Anomaly Detection

  1. Deployment and Operationalization
    1. System Architecture and Design
      1. Architecture Patterns
        1. Batch Processing Architecture
          1. Stream Processing Architecture
            1. Lambda Architecture
              1. Kappa Architecture
              2. Data Pipeline Design
                1. Data Ingestion
                  1. Batch Ingestion
                    1. Stream Ingestion
                      1. API-Based Ingestion
                      2. Data Processing
                        1. ETL Processes
                          1. Data Validation
                            1. Feature Engineering Pipelines
                            2. Data Storage
                              1. Data Lakes
                                1. Data Warehouses
                                  1. Time-Series Databases
                                2. Scalability Considerations
                                  1. Horizontal Scaling
                                    1. Vertical Scaling
                                      1. Load Balancing
                                        1. Distributed Computing
                                      2. Deployment Strategies
                                        1. Batch Processing Deployment
                                          1. Scheduled Jobs
                                            1. Workflow Management
                                              1. Resource Allocation
                                              2. Real-Time Processing Deployment
                                                1. Stream Processing Frameworks
                                                  1. Low-Latency Requirements
                                                    1. Fault Tolerance
                                                    2. Edge Computing Deployment
                                                      1. Resource Constraints
                                                        1. Model Compression
                                                          1. Federated Learning
                                                          2. Cloud-Based Deployment
                                                            1. Platform Selection
                                                              1. Auto-Scaling
                                                                1. Cost Optimization
                                                                  1. Security Considerations
                                                                2. Monitoring and Maintenance
                                                                  1. Model Performance Monitoring
                                                                    1. Performance Metrics Tracking
                                                                      1. Alert Rate Analysis
                                                                        1. False Positive Management
                                                                          1. Drift Detection
                                                                          2. System Health Monitoring
                                                                            1. Infrastructure Monitoring
                                                                              1. Data Quality Monitoring
                                                                                1. Pipeline Health Checks
                                                                                2. Model Updates and Retraining
                                                                                  1. Scheduled Retraining
                                                                                    1. Trigger-Based Retraining
                                                                                      1. A/B Testing
                                                                                        1. Gradual Rollout Strategies
                                                                                        2. Incident Response
                                                                                          1. Alert Management
                                                                                            1. Root Cause Analysis
                                                                                              1. Recovery Procedures
                                                                                            2. Explainability and Interpretability
                                                                                              1. Model Interpretability Techniques
                                                                                                1. Feature Importance Analysis
                                                                                                  1. Permutation Importance
                                                                                                    1. SHAP Values
                                                                                                      1. LIME Explanations
                                                                                                      2. Visualization Methods
                                                                                                        1. Anomaly Score Distributions
                                                                                                          1. Feature Contribution Plots
                                                                                                            1. Decision Boundary Visualization
                                                                                                          2. Explanation Generation
                                                                                                            1. Rule-Based Explanations
                                                                                                              1. Natural Language Explanations
                                                                                                                1. Visual Explanations
                                                                                                                2. Stakeholder Communication
                                                                                                                  1. Technical Documentation
                                                                                                                    1. Business Reports
                                                                                                                      1. Interactive Dashboards

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                                                                                                                  9. Real-World Applications and Use Cases

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                                                                                                                  1. Introduction to Anomaly Detection