Udemy - MLflow in Action - Master the Art of MLOps Using MLflow Tool (8.2024)
File List
| File | Size |
|---|---|
| 1 - Introduction to MLOps/1 - What is MLOps.mp4 | 8.19 MB |
| 1 - Introduction to MLOps/2 - Traditional Machine Learning Lifecycle.mp4 | 9.59 MB |
| 1 - Introduction to MLOps/3 - Challenges in traditional ML lifecycle Part 1.mp4 | 17.26 MB |
| 1 - Introduction to MLOps/4 - Challenges in traditional ML lifecycle Part 2.mp4 | 16.36 MB |
| 1 - Introduction to MLOps/5 - How MLOps address the challenges.mp4 | 8.51 MB |
| 10 - MLflow Model Evaluation/46 - Introduction to Model evaluation in MLflow.mp4 | 5.83 MB |
| 10 - MLflow Model Evaluation/47 - Evaluate function parameters.mp4 | 42.31 MB |
| 10 - MLflow Model Evaluation/48 - evaluate.py | 5.08 KB |
| 10 - MLflow Model Evaluation/48 - Implement evaluate function.mp4 | 45.77 MB |
| 10 - MLflow Model Evaluation/49 - Comparing Runs of an Experiment.mp4 | 20.49 MB |
| 10 - MLflow Model Evaluation/50 - Create Custom metrics and artifacts.mp4 | 24.33 MB |
| 10 - MLflow Model Evaluation/50 - custom-metric-and-artifact.py | 6.32 KB |
| 10 - MLflow Model Evaluation/51 - Setting Validation thresholds in evaluate.mp4 | 47.47 MB |
| 10 - MLflow Model Evaluation/51 - validation-threshold.py | 8.04 KB |
| 11 - MLflow Registry component/52 - Introduction to MLflow Registry.mp4 | 6.63 MB |
| 11 - MLflow Registry component/53 - Register models from UI.mp4 | 15.9 MB |
| 11 - MLflow Registry component/54 - Stages of registered models.mp4 | 10.1 MB |
| 11 - MLflow Registry component/55 - Register model using logmodel function.mp4 | 23.01 MB |
| 11 - MLflow Registry component/55 - registry-load-model.py | 2.94 KB |
| 11 - MLflow Registry component/56 - Register model using registermodel function.mp4 | 14.87 MB |
| 11 - MLflow Registry component/56 - registry-register-model.py | 3.35 KB |
| 11 - MLflow Registry component/57 - PureElasticNetRegression.py | 2.2 KB |
| 11 - MLflow Registry component/57 - Register external & unsupported models.mp4 | 15.2 MB |
| 11 - MLflow Registry component/57 - RegisterElasticModel.py | 521 B |
| 12 - MLflow Project component/3 - Quiz 3.html | 13 B |
| 12 - MLflow Project component/58 - Introduction to MLflow Projects.mp4 | 6.42 MB |
| 12 - MLflow Project component/59 - simplified-code.py | 2.7 KB |
| 12 - MLflow Project component/59 - Write MLproject file.mp4 | 8.41 MB |
| 12 - MLflow Project component/60 - Environments in MLproject file.mp4 | 13.02 MB |
| 12 - MLflow Project component/60 - MLproject.txt | 299 B |
| 12 - MLflow Project component/61 - Docker environment examples.mp4 | 10.12 MB |
| 12 - MLflow Project component/62 - Entry points in MLproject file.mp4 | 12.65 MB |
| 12 - MLflow Project component/62 - MLproject.txt | 299 B |
| 12 - MLflow Project component/63 - Running MLproject file.mp4 | 3.94 MB |
| 12 - MLflow Project component/64 - Backend config link.txt | 48 B |
| 12 - MLflow Project component/64 - Run commands Options.mp4 | 9.74 MB |
| 12 - MLflow Project component/65 - Run MLflow Project via CLI and API.mp4 | 27.96 MB |
| 12 - MLflow Project component/65 - run.py | 271 B |
| 13 - MLflow Client/66 - Introduction to MLflow Client.mp4 | 6.18 MB |
| 13 - MLflow Client/67 - Experiment management functions in MLflow client.mp4 | 23.36 MB |
| 13 - MLflow Client/68 - search-experiment.py | 566 B |
| 13 - MLflow Client/68 - searchexperiment function in MLflow Client.mp4 | 20.47 MB |
| 13 - MLflow Client/69 - Run management functions in MLflow client Part 1.mp4 | 31.68 MB |
| 13 - MLflow Client/69 - run-management.zip | 34.84 KB |
| 13 - MLflow Client/70 - Run management functions in MLflow client Part 2.mp4 | 25.05 MB |
| 13 - MLflow Client/70 - run-management.zip | 34.84 KB |
| 13 - MLflow Client/71 - Model versioning functions in MLflow client Part 1.mp4 | 43.81 MB |
| 13 - MLflow Client/71 - Model-Versioning-and-Management.zip | 3.52 MB |
| 13 - MLflow Client/72 - Model versioning functions in MLflow client Part 2.mp4 | 28.57 MB |
| 13 - MLflow Client/72 - Model-Versioning-and-Management.zip | 3.52 MB |
| 14 - MLflow CLI commands/73 - CLI-COMMANDS.py | 902 B |
| 14 - MLflow CLI commands/73 - MLflow CLI commands Set 1.mp4 | 16.69 MB |
| 14 - MLflow CLI commands/74 - CLI-COMMANDS.py | 902 B |
| 14 - MLflow CLI commands/74 - Db migrations link.txt | 81 B |
| 14 - MLflow CLI commands/74 - MLflow CLI commands Set 2.mp4 | 17.65 MB |
| 15 - AWS integration with MLflow EndtoEnd Project/75 - Introduction and architecture of Project.mp4 | 7.85 MB |
| 15 - AWS integration with MLflow EndtoEnd Project/76 - AWS setup Create user Codecommit repo S3 bucket.mp4 | 22.02 MB |
| 15 - AWS integration with MLflow EndtoEnd Project/77 - AWS setup MLflow server on EC2.mp4 | 52.85 MB |
| 15 - AWS integration with MLflow EndtoEnd Project/77 - Commands-to-run-on-EC2-terminal.txt | 315 B |
| 15 - AWS integration with MLflow EndtoEnd Project/78 - Data Preprocessing.mp4 | 15.59 MB |
| 15 - AWS integration with MLflow EndtoEnd Project/78 - housing-price.zip | 465.8 KB |
| 15 - AWS integration with MLflow EndtoEnd Project/78 - Install-git-on-windows.docx | 1.04 MB |
| 15 - AWS integration with MLflow EndtoEnd Project/79 - housing-price.zip | 465.8 KB |
| 15 - AWS integration with MLflow EndtoEnd Project/79 - Model Training code.mp4 | 16.76 MB |
| 15 - AWS integration with MLflow EndtoEnd Project/80 - housing-price.zip | 465.8 KB |
| 15 - AWS integration with MLflow EndtoEnd Project/80 - Writing MLproject file.mp4 | 11.41 MB |
| 15 - AWS integration with MLflow EndtoEnd Project/81 - Run project on local system.mp4 | 28.14 MB |
| 15 - AWS integration with MLflow EndtoEnd Project/82 - AWS Sagemaker setup.mp4 | 44.33 MB |
| 15 - AWS integration with MLflow EndtoEnd Project/83 - Model Training on AWS Sagemaker.mp4 | 50.55 MB |
| 15 - AWS integration with MLflow EndtoEnd Project/84 - Model comparison and evaluation.mp4 | 38.16 MB |
| 15 - AWS integration with MLflow EndtoEnd Project/85 - build-command.txt | 77 B |
| 15 - AWS integration with MLflow EndtoEnd Project/85 - housing-price.zip | 465.8 KB |
| 15 - AWS integration with MLflow EndtoEnd Project/85 - Model deployment on AWS Sagemaker.mp4 | 45.46 MB |
| 15 - AWS integration with MLflow EndtoEnd Project/86 - housing-price.zip | 465.8 KB |
| 15 - AWS integration with MLflow EndtoEnd Project/86 - Model inferencing.mp4 | 27.08 MB |
| 16 - Bonus/87 - Apache Beam course link.txt | 121 B |
| 16 - Bonus/87 - Apache Flink course link.txt | 113 B |
| 16 - Bonus/87 - BigQuery course link.txt | 72 B |
| 16 - Bonus/87 - BigQuery ML link.txt | 82 B |
| 16 - Bonus/87 - Bonus.mp4 | 22.49 MB |
| 16 - Bonus/87 - Mapreduce course link.txt | 121 B |
| 16 - Bonus/87 - MLOps Course link.txt | 76 B |
| 2 - Introduction to MLflow/6 - What is MLflow.mp4 | 7.35 MB |
| 2 - Introduction to MLflow/7 - Components of MLflow.mp4 | 12.43 MB |
| 2 - Introduction to MLflow/8 - MLflow Setup.mp4 | 24.01 MB |
| 3 - MLflow Tracking component/10 - first-ML-code-with-Mlflow.py | 2.26 KB |
| 3 - MLflow Tracking component/10 - Sklearn regression model with MLflow.mp4 | 28.9 MB |
| 3 - MLflow Tracking component/11 - MLruns directory.mp4 | 31.81 MB |
| 3 - MLflow Tracking component/12 - MLflow UI tour.mp4 | 27.83 MB |
| 3 - MLflow Tracking component/9 - basic-ML-code.py | 1.81 KB |
| 3 - MLflow Tracking component/9 - Github link.txt | 41 B |
| 3 - MLflow Tracking component/9 - red-wine-quality.csv | 96.57 KB |
| 3 - MLflow Tracking component/9 - Sklearn regression model.mp4 | 36.6 MB |
| 4 - MLflow Logging functions/1 - Quiz 1.html | 13 B |
| 4 - MLflow Logging functions/13 - Setting and Getting Tracking Uri Part 1.mp4 | 6.12 MB |
| 4 - MLflow Logging functions/14 - set-get-tracking-uri.py | 1.92 KB |
| 4 - MLflow Logging functions/14 - Setting and Getting Tracking Uri Part 2.mp4 | 8.31 MB |
| 4 - MLflow Logging functions/15 - Create MLflow experiment function.mp4 | 29.55 MB |
| 4 - MLflow Logging functions/15 - create-experiment.py | 2.85 KB |
| 4 - MLflow Logging functions/16 - Set MLflow experiment function.mp4 | 14.85 MB |
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