Machine Learning Pipelines

  1. Advanced Topics in ML Pipelines
    1. Feature Stores
      1. Architecture and Design
        1. Centralized Feature Repository
          1. Feature Serving Architecture
            1. Real-time vs. Batch Features
              1. Feature Computation Engine
              2. Feature Management
                1. Feature Definition
                  1. Feature Versioning
                    1. Feature Discovery
                      1. Feature Lineage
                      2. Consistency Guarantees
                        1. Training-Serving Consistency
                          1. Point-in-time Correctness
                            1. Feature Freshness
                              1. Data Quality Assurance
                              2. Integration Patterns
                                1. Pipeline Integration
                                  1. Model Training Integration
                                    1. Inference Integration
                                      1. Monitoring Integration
                                    2. Model Registry
                                      1. Registry Architecture
                                        1. Centralized Model Storage
                                          1. Metadata Management
                                            1. Version Control
                                              1. Access Control
                                              2. Model Lifecycle Management
                                                1. Model Staging
                                                  1. Development Stage
                                                    1. Staging Stage
                                                      1. Production Stage
                                                        1. Archived Stage
                                                        2. Promotion Workflows
                                                          1. Approval Processes
                                                            1. Retirement Procedures
                                                            2. Model Governance
                                                              1. Model Approval Workflows
                                                                1. Compliance Tracking
                                                                  1. Audit Trails
                                                                    1. Policy Enforcement
                                                                    2. Integration Capabilities
                                                                      1. CI/CD Integration
                                                                        1. Deployment Integration
                                                                          1. Monitoring Integration
                                                                            1. Experiment Tracking Integration
                                                                          2. Real-time and Streaming Pipelines
                                                                            1. Streaming Architecture Patterns
                                                                              1. Lambda Architecture
                                                                                1. Kappa Architecture
                                                                                  1. Unified Batch and Stream Processing
                                                                                  2. Real-time Data Processing
                                                                                    1. Stream Processing Frameworks
                                                                                      1. Event-driven Architecture
                                                                                        1. Message Queue Integration
                                                                                          1. Low-latency Processing
                                                                                          2. Online Feature Engineering
                                                                                            1. Real-time Transformations
                                                                                              1. Streaming Aggregations
                                                                                                1. Window Functions
                                                                                                  1. State Management
                                                                                                  2. Online Model Serving
                                                                                                    1. Model Serving Infrastructure
                                                                                                      1. Latency Optimization
                                                                                                        1. Throughput Optimization
                                                                                                          1. Caching Strategies
                                                                                                          2. Stream Processing Challenges
                                                                                                            1. Late Data Handling
                                                                                                              1. Out-of-order Events
                                                                                                                1. Exactly-once Processing
                                                                                                                  1. Fault Tolerance
                                                                                                                2. Hybrid Pipeline Architectures
                                                                                                                  1. Batch-Stream Integration
                                                                                                                    1. Combining Batch and Real-time Components
                                                                                                                      1. Data Synchronization
                                                                                                                        1. Consistency Management
                                                                                                                          1. Performance Optimization
                                                                                                                          2. Multi-modal Pipelines
                                                                                                                            1. Text and Image Processing
                                                                                                                              1. Structured and Unstructured Data
                                                                                                                                1. Cross-modal Feature Engineering
                                                                                                                                2. Edge-Cloud Hybrid Systems
                                                                                                                                  1. Edge Processing
                                                                                                                                    1. Cloud Processing
                                                                                                                                      1. Data Synchronization
                                                                                                                                        1. Model Distribution
                                                                                                                                        2. Use Case Patterns
                                                                                                                                          1. Recommendation Systems
                                                                                                                                            1. Fraud Detection
                                                                                                                                              1. Predictive Maintenance
                                                                                                                                                1. Real-time Analytics
                                                                                                                                              2. Security and Governance
                                                                                                                                                1. Data Security
                                                                                                                                                  1. Data Encryption
                                                                                                                                                    1. Encryption at Rest
                                                                                                                                                      1. Encryption in Transit
                                                                                                                                                        1. Key Management
                                                                                                                                                        2. Access Control
                                                                                                                                                          1. Role-based Access Control
                                                                                                                                                            1. Attribute-based Access Control
                                                                                                                                                              1. Fine-grained Permissions
                                                                                                                                                              2. Data Privacy
                                                                                                                                                                1. Data Anonymization
                                                                                                                                                                  1. Differential Privacy
                                                                                                                                                                    1. Privacy-preserving ML
                                                                                                                                                                  2. Model Security
                                                                                                                                                                    1. Model Protection
                                                                                                                                                                      1. Adversarial Attack Prevention
                                                                                                                                                                        1. Model Watermarking
                                                                                                                                                                          1. Secure Model Serving
                                                                                                                                                                          2. Pipeline Security
                                                                                                                                                                            1. Secure Communication
                                                                                                                                                                              1. Authentication and Authorization
                                                                                                                                                                                1. Audit Logging
                                                                                                                                                                                  1. Vulnerability Management
                                                                                                                                                                                  2. Compliance and Governance
                                                                                                                                                                                    1. Regulatory Compliance
                                                                                                                                                                                      1. GDPR Compliance
                                                                                                                                                                                        1. HIPAA Compliance
                                                                                                                                                                                          1. Industry Standards
                                                                                                                                                                                          2. Governance Frameworks
                                                                                                                                                                                            1. Policy Management
                                                                                                                                                                                              1. Risk Assessment
                                                                                                                                                                                              2. Auditing and Monitoring
                                                                                                                                                                                                1. Audit Trail Management
                                                                                                                                                                                                  1. Compliance Reporting
                                                                                                                                                                                                    1. Security Monitoring
                                                                                                                                                                                                      1. Incident Response
                                                                                                                                                                                                    2. Cost Optimization
                                                                                                                                                                                                      1. Cost Monitoring and Analysis
                                                                                                                                                                                                        1. Resource Usage Tracking
                                                                                                                                                                                                          1. Cost Attribution
                                                                                                                                                                                                            1. Budget Management
                                                                                                                                                                                                              1. Cost Forecasting
                                                                                                                                                                                                              2. Resource Optimization Strategies
                                                                                                                                                                                                                1. Right-sizing Resources
                                                                                                                                                                                                                  1. Resource Scheduling
                                                                                                                                                                                                                    1. Workload Optimization
                                                                                                                                                                                                                      1. Storage Optimization
                                                                                                                                                                                                                      2. Cloud Cost Management
                                                                                                                                                                                                                        1. Spot Instances and Preemptible VMs
                                                                                                                                                                                                                          1. Reserved Instances
                                                                                                                                                                                                                            1. Auto-scaling Policies
                                                                                                                                                                                                                              1. Multi-cloud Strategies
                                                                                                                                                                                                                              2. Pipeline Efficiency
                                                                                                                                                                                                                                1. Execution Optimization
                                                                                                                                                                                                                                  1. Data Movement Optimization
                                                                                                                                                                                                                                    1. Caching Strategies
                                                                                                                                                                                                                                      1. Parallel Processing
                                                                                                                                                                                                                                      2. Cost-Performance Trade-offs
                                                                                                                                                                                                                                        1. Performance vs. Cost Analysis
                                                                                                                                                                                                                                          1. SLA-driven Optimization
                                                                                                                                                                                                                                            1. Business Value Optimization

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                                                                                                                                                                                                                                        5. Operationalizing Pipelines

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                                                                                                                                                                                                                                        1. Fundamentals of ML Pipelines