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MLflow for Experimentation

Overview

Skills Needed

Learn to conduct machine learning experiments with MLflow. Explore tracking, reproducibility, and more. Enroll now!

  • Intermediate knowledge of MLflow fundamentals
  • Proficiency in Python programming

Outline

  • Introduction to ML Experimentation with MLflow
  • Experiment Tracking and Management
  • Experiment Reproducibility with MLflow
  • Hyperparameter Tuning and Optimization
  • Experiment Versioning and Comparison
  • Experiment Visualization and Analysis
  • Collaborative Experimentation with MLflow Projects
  • Experiment Automation with MLflow
  • MLflow Experiment Best Practices
  • Real-world Experimentation Challenges
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