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[ TutGee.com ] Getting Started With MLflow
TORRENT SUMMARY
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Efficiently delivering machine learning products is not easy, therefore good tools that support ML model development are needed. This course will teach you MLflow.
What you'll learn
Developing machine learning models in teams, with real-world data and serving real-world business needs may be complex. In this course, Getting Started with MLflow, you’ll learn to manage the full lifecycle of machine learning models. First, you’ll explore how to track your machine learning experiments for easy comparison and reproducibility. Next, you’ll discover ways of using MLflow to collaborate on model development in teams of any size. Finally, you’ll learn how to share your models in a way that makes them ready for use in real products. When you’re finished with this course, you’ll have the skills and knowledge of MLflow needed to create machine learning models in a collaborative, reproducible, and production-ready way.
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FILE LIST
Filename
Size
~Get Your Files Here !/01. Course Overview/01. Course Overview.mp4
2.3 MB
~Get Your Files Here !/02. Understanding MLflow/02. Course Basics.mp4
5.7 MB
~Get Your Files Here !/02. Understanding MLflow/03. Introducing MLflow.mp4
8.7 MB
~Get Your Files Here !/03. Tracking ML Experiments/04. Introduction.mp4
3.7 MB
~Get Your Files Here !/03. Tracking ML Experiments/05. Training the Model and Experimenting.mp4
4.5 MB
~Get Your Files Here !/03. Tracking ML Experiments/06. Demo.Running Experiments.mp4
5.9 MB
~Get Your Files Here !/03. Tracking ML Experiments/07. Demo.Parameters Metrics and MLflow UI.mp4
11.3 MB
~Get Your Files Here !/04. Exporting Artifacts/08. Introduction.mp4
2.9 MB
~Get Your Files Here !/04. Exporting Artifacts/09. Artifacts in MLflow.mp4
4.6 MB
~Get Your Files Here !/04. Exporting Artifacts/10. Demo.mp4
11.1 MB
~Get Your Files Here !/05. Using MLflow in a Collaborative Scenario/11. Introduction.mp4
7.6 MB
~Get Your Files Here !/05. Using MLflow in a Collaborative Scenario/12. MLflow Server.mp4
6.1 MB
~Get Your Files Here !/05. Using MLflow in a Collaborative Scenario/13. Architecture of a Complete MLflow Deployment.mp4
6.1 MB
~Get Your Files Here !/06. Packaging and Running Models/14. Introduction.mp4
3.7 MB
~Get Your Files Here !/06. Packaging and Running Models/15. Logging a Model.mp4
6.2 MB
~Get Your Files Here !/06. Packaging and Running Models/16. Customizing the Model.mp4
3.6 MB
~Get Your Files Here !/06. Packaging and Running Models/17. Demo.Custom Models.mp4
14.6 MB
~Get Your Files Here !/06. Packaging and Running Models/18. Running Predictions.mp4
2.6 MB
~Get Your Files Here !/06. Packaging and Running Models/19. Demo.Batch and Real-time Predictions.mp4
6.3 MB
~Get Your Files Here !/07. Sharing and Managing Models with Model Registry/20. Overview.mp4
6.4 MB
~Get Your Files Here !/07. Sharing and Managing Models with Model Registry/21. Demo.mp4
8.3 MB
~Get Your Files Here !/08. Summary/22. Course Summary.mp4
4 MB
~Get Your Files Here !/Bonus Resources.txt
386 B
~Get Your Files Here !/Exercise Files/02/understanding-mlflow-slides.pdf
1.9 MB
~Get Your Files Here !/Exercise Files/03/tracking-ml-experiments-slides.pdf
955.1 KB
~Get Your Files Here !/Exercise Files/04/exporting-artifacts-slides.pdf
844.4 KB
~Get Your Files Here !/Exercise Files/05/using-mlflow-in-a-collaborative-scenario-slides.pdf
1.4 MB
~Get Your Files Here !/Exercise Files/06/packaging-and-running-models-slides.pdf
711.2 KB
~Get Your Files Here !/Exercise Files/07/sharing-and-managing-models-with-model-registry-slides.pdf
852.5 KB
~Get Your Files Here !/Exercise Files/08/summary-slides.pdf
613.4 KB
~Get Your Files Here !/Exercise Files/code/after/ames_housing.csv
971.5 KB
~Get Your Files Here !/Exercise Files/code/after/module3/experiment.py
2 KB
~Get Your Files Here !/Exercise Files/code/after/module4/experiment.py
2.5 KB
~Get Your Files Here !/Exercise Files/code/after/module5/experiment.py
2.5 KB
~Get Your Files Here !/Exercise Files/code/after/module6/call_model.py
303 B
~Get Your Files Here !/Exercise Files/code/after/module6/experiment.py
4.3 KB
~Get Your Files Here !/Exercise Files/code/after/module6/make_test_data.py
260 B
~Get Your Files Here !/Exercise Files/code/after/module7/experiment.py
4.3 KB
~Get Your Files Here !/Exercise Files/code/before/ames_housing.csv
971.5 KB
~Get Your Files Here !/Exercise Files/code/before/module3/experiment.py
1.9 KB
~Get Your Files Here !/Exercise Files/code/before/module4/experiment.py
2 KB
~Get Your Files Here !/Exercise Files/code/before/module5/experiment.py
2.5 KB
~Get Your Files Here !/Exercise Files/code/before/module6/call_model.py
309 B
~Get Your Files Here !/Exercise Files/code/before/module6/experiment.py
2.5 KB
~Get Your Files Here !/Exercise Files/code/before/module6/make_test_data.py
213 B
~Get Your Files Here !/Exercise Files/code/before/module7/experiment.py
4.3 KB
~Get Your Files Here !/Exercise Files/code/README.txt
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