Predictive Analytics

  1. Model Deployment and Production
    1. Model Serialization and Storage
      1. Pickle Serialization
        1. Joblib for Scikit-learn
          1. ONNX Format
            1. Model Versioning
              1. Model Registry Systems
              2. Deployment Architectures
                1. Batch Prediction Systems
                  1. Scheduled Processing
                    1. Data Pipeline Integration
                      1. Output Storage and Distribution
                      2. Real-time Prediction Services
                        1. REST API Development
                          1. gRPC Services
                            1. Message Queue Integration
                              1. Microservices Architecture
                              2. Edge Deployment
                                1. Model Compression
                                  1. Quantization Techniques
                                    1. Mobile and IoT Deployment
                                  2. Containerization and Orchestration
                                    1. Docker Containerization
                                      1. Container Images
                                        1. Dockerfile Creation
                                          1. Container Registries
                                          2. Kubernetes Orchestration
                                            1. Pod Management
                                              1. Service Discovery
                                                1. Scaling Strategies
                                                2. Cloud Platform Deployment
                                                  1. AWS SageMaker
                                                    1. Google Cloud AI Platform
                                                      1. Azure Machine Learning
                                                    2. Model Monitoring and Maintenance
                                                      1. Performance Monitoring
                                                        1. Prediction Accuracy Tracking
                                                          1. Response Time Monitoring
                                                            1. Resource Utilization
                                                            2. Data Drift Detection
                                                              1. Statistical Tests
                                                                1. Distribution Comparison
                                                                  1. Feature Drift Analysis
                                                                  2. Model Drift Detection
                                                                    1. Concept Drift
                                                                      1. Performance Degradation
                                                                        1. Drift Detection Algorithms
                                                                        2. Automated Retraining
                                                                          1. Trigger Conditions
                                                                            1. Retraining Pipelines
                                                                              1. Model Validation Gates
                                                                            2. A/B Testing for Models
                                                                              1. Experimental Design
                                                                                1. Traffic Splitting
                                                                                  1. Statistical Significance Testing
                                                                                    1. Business Impact Measurement
                                                                                    2. MLOps Practices
                                                                                      1. Continuous Integration
                                                                                        1. Continuous Deployment
                                                                                          1. Model Governance
                                                                                            1. Compliance and Auditing

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                                                                                          10. Model Interpretability and Explainability

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                                                                                          12. Business Applications and Use Cases