Machine Learning in Production

  1. MLOps Infrastructure and Tooling
    1. Cloud Platforms for MLOps
      1. Amazon Web Services
        1. SageMaker
          1. Managed Training and Deployment
            1. Model Monitoring Tools
              1. SageMaker Pipelines
              2. Additional AWS Services
                1. S3 for Data Storage
                  1. Lambda for Serverless Computing
                    1. ECS and EKS for Containerization
                  2. Google Cloud Platform
                    1. Vertex AI
                      1. End-to-end ML Pipelines
                        1. Model Registry and Monitoring
                          1. AutoML Capabilities
                          2. Additional GCP Services
                            1. BigQuery for Data Warehousing
                              1. Cloud Functions for Serverless
                                1. GKE for Kubernetes
                              2. Microsoft Azure
                                1. Azure Machine Learning
                                  1. Automated ML Pipelines
                                    1. Model Management and Deployment
                                      1. MLOps Capabilities
                                      2. Additional Azure Services
                                        1. Azure Data Factory
                                          1. Azure Functions
                                            1. Azure Kubernetes Service
                                          2. Multi-cloud Strategies
                                            1. Cloud Portability
                                              1. Vendor Lock-in Avoidance
                                                1. Cost Optimization
                                              2. Open-Source MLOps Tools
                                                1. Workflow Orchestration
                                                  1. Apache Airflow
                                                    1. DAG Design
                                                      1. Task Dependencies
                                                        1. Scheduling and Monitoring
                                                        2. Kubeflow
                                                          1. Kubernetes-native Workflows
                                                            1. Pipeline Components
                                                              1. Multi-step Workflows
                                                              2. Prefect
                                                                1. Modern Workflow Engine
                                                                  1. Dynamic Workflows
                                                                    1. Error Handling
                                                                  2. Experiment Tracking
                                                                    1. MLflow
                                                                      1. Experiment Logging
                                                                        1. Model Registry
                                                                          1. Model Serving
                                                                          2. Weights & Biases
                                                                            1. Experiment Visualization
                                                                              1. Hyperparameter Optimization
                                                                                1. Collaboration Features
                                                                                2. Neptune
                                                                                  1. Metadata Management
                                                                                    1. Model Monitoring
                                                                                      1. Team Collaboration
                                                                                    2. Model Serving
                                                                                      1. Seldon Core
                                                                                        1. Kubernetes-native Serving
                                                                                          1. Advanced Deployment Patterns
                                                                                            1. Explainability Integration
                                                                                            2. KServe
                                                                                              1. Serverless Inference
                                                                                                1. Multi-framework Support
                                                                                                  1. Autoscaling
                                                                                                  2. BentoML
                                                                                                    1. Model Packaging
                                                                                                      1. API Generation
                                                                                                        1. Deployment Automation
                                                                                                      2. Data Versioning
                                                                                                        1. DVC
                                                                                                          1. Git-like Data Versioning
                                                                                                            1. Pipeline Tracking
                                                                                                              1. Remote Storage Integration
                                                                                                              2. Pachyderm
                                                                                                                1. Data Lineage
                                                                                                                  1. Distributed Processing
                                                                                                                    1. Version Control
                                                                                                                  2. Feature Stores
                                                                                                                    1. Feast
                                                                                                                      1. Open Source Feature Store
                                                                                                                        1. Online and Offline Serving
                                                                                                                          1. Feature Registry
                                                                                                                          2. Tecton
                                                                                                                            1. Managed Feature Platform
                                                                                                                              1. Real-time Features
                                                                                                                                1. Feature Monitoring
                                                                                                                            2. Managed MLOps Platforms
                                                                                                                              1. Platform Evaluation Criteria
                                                                                                                                1. Feature Completeness
                                                                                                                                  1. Integration Capabilities
                                                                                                                                    1. Scalability
                                                                                                                                      1. Cost Structure
                                                                                                                                      2. Vendor Comparison
                                                                                                                                        1. Databricks MLflow
                                                                                                                                          1. DataRobot
                                                                                                                                            1. H2O.ai
                                                                                                                                              1. Domino Data Lab
                                                                                                                                              2. Integration Considerations
                                                                                                                                                1. Existing Tool Integration
                                                                                                                                                  1. Data Source Connectivity
                                                                                                                                                    1. Security and Compliance
                                                                                                                                                    2. Cost and Vendor Lock-in
                                                                                                                                                      1. Total Cost of Ownership
                                                                                                                                                        1. Migration Strategies
                                                                                                                                                          1. Exit Planning
                                                                                                                                                        2. Infrastructure as Code
                                                                                                                                                          1. Terraform for MLOps
                                                                                                                                                            1. Resource Provisioning
                                                                                                                                                              1. Environment Management
                                                                                                                                                                1. State Management
                                                                                                                                                                2. Kubernetes Operators
                                                                                                                                                                  1. Custom Resource Definitions
                                                                                                                                                                    1. Operator Development
                                                                                                                                                                      1. Lifecycle Management
                                                                                                                                                                      2. Helm Charts
                                                                                                                                                                        1. Package Management
                                                                                                                                                                          1. Configuration Management
                                                                                                                                                                            1. Release Management

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                                                                                                                                                                        6. Monitoring, Logging, and Maintenance

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                                                                                                                                                                        8. Governance, Ethics, and Security