Vector Search and Embeddings

  1. Real-World Applications and Use Cases
    1. Semantic Search Applications
      1. Document Retrieval Systems
        1. Academic Paper Discovery
        2. Content Management
          1. Media Asset Discovery
            1. FAQ Systems
          2. Recommendation Systems
            1. Content-based Filtering
              1. Item Similarity
                1. User Profile Matching
                  1. Cold Start Solutions
                  2. Collaborative Filtering Enhancement
                    1. Embedding-based CF
                      1. Hybrid Approaches
                        1. Matrix Factorization
                        2. Real-time Recommendations
                          1. Session-based Recommendations
                            1. Context-aware Systems
                              1. Multi-armed Bandits
                            2. Anomaly and Fraud Detection
                              1. Outlier Detection
                                1. Statistical Methods
                                  1. Isolation Forests
                                    1. One-class SVM
                                    2. Fraud Detection Systems
                                      1. Transaction Monitoring
                                        1. Behavioral Analysis
                                          1. Risk Scoring
                                          2. Network Security
                                            1. Intrusion Detection
                                              1. Malware Classification
                                                1. Log Analysis
                                              2. Question Answering Systems
                                                1. Retrieval-Augmented Generation
                                                  1. Context Retrieval
                                                    1. Answer Generation
                                                      1. Fact Verification
                                                      2. Conversational AI
                                                        1. Intent Recognition
                                                          1. Context Management
                                                            1. Response Generation
                                                            2. Knowledge Graphs
                                                              1. Entity Linking
                                                                1. Relation Extraction
                                                                  1. Graph Embeddings
                                                                2. Computer Vision Applications
                                                                  1. Face Recognition
                                                                    1. Identity Verification
                                                                      1. Surveillance Systems
                                                                        1. Photo Organization
                                                                        2. Medical Imaging
                                                                          1. Diagnostic Assistance
                                                                            1. Case-based Reasoning
                                                                              1. Image Classification

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                                                                          9. Advanced Topics and Optimization

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                                                                          11. Ethical Considerations and Best Practices