Probabilistic Programming and Data Structures

  1. Applications and Case Studies
    1. Network Monitoring
      1. Traffic Analysis
        1. Anomaly Detection
          1. DDoS Detection
            1. Flow Measurement
            2. Web Analytics
              1. Unique Visitor Counting
                1. Page View Analysis
                  1. Session Tracking
                    1. Real-Time Dashboards
                    2. Database Query Optimization
                      1. Cardinality Estimation
                        1. Join Size Estimation
                          1. Selectivity Estimation
                            1. Plan Selection
                            2. Machine Learning Applications
                              1. Feature Hashing
                                1. Dimensionality Reduction
                                  1. Online Learning
                                    1. Model Compression
                                    2. Bioinformatics
                                      1. Sequence Analysis
                                        1. K-mer Counting
                                          1. Genome Assembly
                                            1. Phylogenetic Analysis
                                            2. Social Network Analysis
                                              1. Influence Propagation
                                                1. Community Detection
                                                  1. Graph Sampling

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                                                12. Integration and System Design

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                                                1. Foundational Concepts in Probability and Statistics