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MLflow for Model Governance

Overview

Skills Needed

Learn to govern machine learning models with MLflow. Explore compliance, audit trails, and more. Enroll now!

  • Intermediate knowledge of MLflow fundamentals
  • Familiarity with regulatory compliance

Outline

  • Introduction to Model Governance with MLflow
  • Model Lifecycle Management
  • Model Versioning and Rollback Strategies
  • Compliance Enforcement with MLflow
  • Model Audit Trails and Documentation
  • MLflow Model Validation and Testing
  • Model Deployment Approvals and Workflows
  • Continuous Monitoring and Feedback Loops
  • Model Retirement and Decommissioning
  • Best Practices for Model Governance with MLflow
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