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Advanced MLflow Techniques

Overview

Skills Needed

Unlock advanced MLflow capabilities. Learn model registry, project management, and more. Enroll now!

  • Intermediate knowledge of MLflow fundamentals
  • Proficiency in Python programming

Outline

  • Advanced Experiment Tracking with MLflow
  • Model Packaging and Deployment Strategies
  • Managing Model Versions with MLflow Model Registry
  • Productionizing MLflow Projects
  • Collaborative Development with MLflow Projects
  • Integrating MLflow with CI/CD Pipelines
  • Monitoring and Performance Tracking
  • Model Governance and Compliance
  • MLflow Extensions and Customizations
  • Case Studies in Advanced MLflow Usage
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