Machine Learning Pipelines

  1. Operationalizing Pipelines
    1. Automation and Orchestration
      1. Pipeline Triggering
        1. Scheduled Triggers
          1. Cron-based Scheduling
            1. Calendar-based Scheduling
              1. Interval-based Scheduling
              2. Event-based Triggers
                1. Data Arrival Events
                  1. Model Performance Events
                    1. External System Events
                    2. Manual Triggers
                      1. On-demand Execution
                        1. Emergency Procedures
                          1. Testing and Debugging
                        2. Workflow Orchestration
                          1. Task Scheduling
                            1. Dependency Management
                              1. Resource Allocation
                                1. Error Recovery
                                2. Automation Patterns
                                  1. Fully Automated Pipelines
                                    1. Human-in-the-loop Automation
                                      1. Conditional Automation
                                    2. CI/CD for Machine Learning
                                      1. Continuous Integration
                                        1. Code Quality Checks
                                          1. Linting and Formatting
                                            1. Static Analysis
                                              1. Security Scanning
                                              2. Automated Testing
                                                1. Unit Tests
                                                  1. Integration Tests
                                                    1. Data Quality Tests
                                                      1. Model Performance Tests
                                                      2. Build Automation
                                                        1. Artifact Generation
                                                          1. Dependency Management
                                                            1. Environment Setup
                                                          2. Continuous Delivery
                                                            1. Deployment Automation
                                                              1. Staging Deployment
                                                                1. Production Deployment
                                                                  1. Multi-environment Management
                                                                  2. Release Management
                                                                    1. Release Planning
                                                                      1. Rollback Procedures
                                                                        1. Change Management
                                                                      2. Continuous Training
                                                                        1. Automated Retraining
                                                                          1. Performance-based Triggers
                                                                            1. Data-based Triggers
                                                                              1. Time-based Triggers
                                                                              2. Model Validation
                                                                                1. Automated Testing
                                                                                  1. Performance Comparison
                                                                                    1. Business Validation
                                                                                  2. Pipeline Testing
                                                                                    1. Component Testing
                                                                                      1. Integration Testing
                                                                                        1. End-to-end Testing
                                                                                          1. Performance Testing
                                                                                        2. Version Control and Reproducibility
                                                                                          1. Code Versioning
                                                                                            1. Git Workflows
                                                                                              1. Feature Branching
                                                                                                1. GitFlow
                                                                                                  1. GitHub Flow
                                                                                                  2. Branching Strategies
                                                                                                    1. Merge Strategies
                                                                                                      1. Tag Management
                                                                                                      2. Data Versioning
                                                                                                        1. Data Version Control Tools
                                                                                                          1. DVC
                                                                                                            1. Pachyderm
                                                                                                              1. LakeFS
                                                                                                              2. Versioning Strategies
                                                                                                                1. Snapshot-based Versioning
                                                                                                                  1. Delta-based Versioning
                                                                                                                    1. Content-addressable Storage
                                                                                                                    2. Data Lineage Tracking
                                                                                                                    3. Model Versioning
                                                                                                                      1. Model Registry Integration
                                                                                                                        1. Version Metadata
                                                                                                                          1. Model Lineage
                                                                                                                            1. Reproducibility Guarantees
                                                                                                                            2. Environment Versioning
                                                                                                                              1. Container Images
                                                                                                                                1. Dependency Management
                                                                                                                                  1. Environment Snapshots
                                                                                                                                2. Experiment Management
                                                                                                                                  1. Experiment Tracking
                                                                                                                                    1. Parameter Logging
                                                                                                                                      1. Metric Logging
                                                                                                                                        1. Artifact Logging
                                                                                                                                          1. Metadata Capture
                                                                                                                                          2. Experiment Organization
                                                                                                                                            1. Project Structure
                                                                                                                                              1. Experiment Grouping
                                                                                                                                                1. Tag Management
                                                                                                                                                  1. Search and Discovery
                                                                                                                                                  2. Reproducibility
                                                                                                                                                    1. Environment Capture
                                                                                                                                                      1. Seed Management
                                                                                                                                                        1. Deterministic Execution
                                                                                                                                                          1. Result Validation
                                                                                                                                                          2. Collaboration
                                                                                                                                                            1. Experiment Sharing
                                                                                                                                                              1. Result Comparison
                                                                                                                                                                1. Knowledge Transfer
                                                                                                                                                              2. Scalability and Performance
                                                                                                                                                                1. Distributed Processing
                                                                                                                                                                  1. Data Parallelism
                                                                                                                                                                    1. Model Parallelism
                                                                                                                                                                      1. Pipeline Parallelism
                                                                                                                                                                        1. Task Parallelism
                                                                                                                                                                        2. Resource Management
                                                                                                                                                                          1. Compute Resource Allocation
                                                                                                                                                                            1. CPU Allocation
                                                                                                                                                                              1. Memory Management
                                                                                                                                                                                1. GPU Scheduling
                                                                                                                                                                                2. Storage Management
                                                                                                                                                                                  1. Data Locality
                                                                                                                                                                                    1. Caching Strategies
                                                                                                                                                                                      1. Storage Optimization
                                                                                                                                                                                      2. Network Optimization
                                                                                                                                                                                        1. Bandwidth Management
                                                                                                                                                                                          1. Latency Optimization
                                                                                                                                                                                            1. Data Transfer Optimization
                                                                                                                                                                                          2. Performance Optimization
                                                                                                                                                                                            1. Bottleneck Identification
                                                                                                                                                                                              1. Performance Profiling
                                                                                                                                                                                                1. Optimization Strategies
                                                                                                                                                                                                  1. Monitoring and Tuning
                                                                                                                                                                                                  2. Auto-scaling
                                                                                                                                                                                                    1. Horizontal Auto-scaling
                                                                                                                                                                                                      1. Vertical Auto-scaling
                                                                                                                                                                                                        1. Predictive Scaling
                                                                                                                                                                                                          1. Cost-aware Scaling

                                                                                                                                                                                                      Previous

                                                                                                                                                                                                      4. Tools and Frameworks for ML Pipelines

                                                                                                                                                                                                      Go to top

                                                                                                                                                                                                      Next

                                                                                                                                                                                                      6. Advanced Topics in ML Pipelines