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Data Versioning and Reproducible ML with DVC and MLflow

Data Versioning and Reproducible ML with DVC and MLflow

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DVC

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DVC

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Classroom Contents

Data Versioning and Reproducible ML with DVC and MLflow

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  1. 1 Intro
  2. 2 Agenda
  3. 3 Data Science Project
  4. 4 Data is Everywhere
  5. 5 Why is it important
  6. 6 What are the solutions
  7. 7 DVC and MLflow
  8. 8 DVC
  9. 9 MLflow
  10. 10 Git and DVC
  11. 11 Demo
  12. 12 Configure Remote Storage
  13. 13 Copy Existing Data
  14. 14 Tracking Existing Data
  15. 15 Revision
  16. 16 Conclusion

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