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MLflow for Model Deployment

Overview

Skills Needed

Learn to deploy machine learning models with MLflow. Explore packaging, serving, and more. Enroll now!

  • Basic knowledge of machine learning concepts
  • Familiarity with Python programming

Outline

  • Introduction to Model Deployment with MLflow
  • Packaging ML Models with MLflow
  • Model Serving and Inference with MLflow
  • Scalable Model Deployment Architectures
  • MLflow Model Monitoring and Management
  • Model Versioning and Rollbacks
  • Custom Model Serving with MLflow
  • MLflow Model Deployment Best Practices
  • Deployment Automation with MLflow Projects
  • Real-world Model Deployment Challenges
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