Streaming Data Processing

  1. Advanced Stream Processing
    1. Complex Event Processing
      1. Event Pattern Definition
        1. Sequence Patterns
          1. Temporal Patterns
            1. Logical Patterns
            2. Pattern Detection Algorithms
              1. Finite State Machines
                1. Regular Expressions
                  1. Neural Networks
                  2. Rule-based Processing
                    1. Rule Definition Languages
                      1. Rule Engines
                        1. Rule Optimization
                        2. Event Correlation
                          1. Temporal Correlation
                            1. Causal Correlation
                              1. Statistical Correlation
                              2. CEP Optimization
                                1. Pattern Indexing
                                  1. Memory Management
                                    1. Parallel Processing
                                  2. Stream-Table Duality
                                    1. Stream as Table Representation
                                      1. Changelog Streams
                                        1. Compacted Topics
                                          1. State Materialization
                                          2. Table as Stream Representation
                                            1. Change Events
                                              1. Update Streams
                                                1. Delete Operations
                                                2. Materialized Views
                                                  1. View Maintenance
                                                    1. Incremental Updates
                                                      1. Query Optimization
                                                      2. State Synchronization
                                                        1. Consistency Models
                                                          1. Synchronization Protocols
                                                            1. Conflict Resolution
                                                          2. Streaming SQL
                                                            1. SQL Extensions for Streams
                                                              1. Temporal SQL
                                                                1. Window Functions
                                                                  1. Stream-specific Operators
                                                                  2. Continuous Query Processing
                                                                    1. Query Execution Models
                                                                      1. Result Maintenance
                                                                        1. Query Optimization
                                                                        2. Query Optimization Techniques
                                                                          1. Predicate Pushdown
                                                                            1. Join Reordering
                                                                              1. Operator Fusion
                                                                              2. SQL Engine Integration
                                                                                1. Parser Integration
                                                                                  1. Optimizer Integration
                                                                                    1. Execution Engine Mapping
                                                                                  2. Machine Learning on Streams
                                                                                    1. Online Learning Algorithms
                                                                                      1. Incremental Learning
                                                                                        1. Adaptive Algorithms
                                                                                          1. Streaming Algorithms
                                                                                          2. Real-time Model Inference
                                                                                            1. Model Serving
                                                                                              1. Prediction Pipelines
                                                                                                1. Latency Optimization
                                                                                                2. Feature Engineering
                                                                                                  1. Streaming Feature Extraction
                                                                                                    1. Feature Stores
                                                                                                      1. Feature Pipeline Management
                                                                                                      2. Concept Drift Detection
                                                                                                        1. Drift Detection Methods
                                                                                                          1. Adaptation Strategies
                                                                                                            1. Model Retraining
                                                                                                            2. Model Management
                                                                                                              1. Model Versioning
                                                                                                                1. A/B Testing
                                                                                                                  1. Model Monitoring

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                                                                                                              5. Reliability and Fault Tolerance

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                                                                                                              7. Stream Processing Frameworks