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[ DevCourseWeb com ] Udemy - Sustainable and Scalable Machine Learning Project Development
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1. Introduction
1. Course Introduction.mp4
1. Course Introduction.srt
2. Why This Course.mp4
2. Why This Course.srt
3. Why Too Many Companies Fail.mp4
3.1 2020 state of enterprise machine learning.html
3.2 Machine Learning Engineering.html
3.3 MLOps - Motivation.html
4. Why Too Many Companies Fail - Resources.html
5. What This Course is NOT About.mp4
6. Important Information.mp4
7. Where to start.html
2. Git and Github Quickstart
1. Git and Github Quickstart section introduction.mp4
10. Reverting Your Changes Back.mp4
11. Commit History.mp4
12. Aliases.mp4
13. Reverting Back to a Previous Commit.mp4
14. Git Diff.mp4
15. Branching and Merging.mp4
16. Pull Request and Code Review.mp4
17. Rebase.mp4
18. Stashing.mp4
19. Tagging.mp4
2. Git and Github - What are they.mp4
20. Cherry Pick.mp4
21. Git and GitHub - Final Words.mp4
3. Git Installation - Linux.mp4
4. Git Installation - Windows.mp4
5. Git Installation - MacOS.mp4
6. Github - Account creation.mp4
7. Adding an SSH key pair to GitHub account - Linux.mp4
8. Adding an SSH key pair to GitHub Account - MacOS.mp4
9. Git and GitHub - Basic workflow.mp4
3. Docker Quickstart
1. Docker Quickstart section introduction.mp4
10. Dockerfile.mp4
11. More about Dockerfile.mp4
12. Persistent Data In Docker.mp4
13. Persistent Data In Docker - Volumes - Hands On.mp4
14. Persistent Data in Docker - Bind Mounting - Hands On.mp4
15. Docker Compose.mp4
16. Dockerfile Best Practices.mp4
2. What Is Docker and Why Do We Use It.mp4
3. Installation - Linux.mp4
4. Installation - Windows.mp4
5. Installation - MacOS.mp4
6. Docker Containers.mp4
7. Docker Containers - Hands On.mp4
8. Why Docker Is So Good.mp4
9. Docker Images.mp4
4. DVC
1. DVC - Section Introduciton.mp4
2. Data Versioning.mp4
3. Accessing Your Data.mp4
4. Pipelines - Part 1.mp4
5. Pipelines - Part 2.mp4
6. Pipelines - Part 3.mp4
7. Metrics And Experiments.mp4
5. Hydra
1. Hydra - Section Introduction.mp4
10. Debugging.mp4
11. Tab Completion.mp4
12. Structured Configs.mp4
13. Structured Configs Basic Usage.mp4
14. Hierarchical Static Configuration.mp4
15. Config Groups in Structured Configs.mp4
16. Defaults List in Structured Configs.mp4
17. Structured Config Schema.mp4
2. How to Use Hydra From Command-Line.mp4
3. Specifying A Config File.mp4
4. More About OmegaConf.mp4
5. Grouping Config Files.mp4
6. Selecting Default Configs.mp4
7. Multirun.mp4
8. Output And Working Directory.mp4
9. Logging.mp4
6. Google Cloud Platform Quickstart
1. Google Cloud Platform - Section Introduction.mp4
2. How to Create An Account.mp4
3. How to Create a Project.mp4
4. gsutils and gcloud commands.mp4
5. Google Cloud Storage (GCS) - Bucket Creation.mp4
6. Google Cloud Storage (GCS) - Bucket Usage.mp4
7. Google Compute Engine (GCE).mp4
8. Google Compute Engine (GCE) - Quotas.mp4
7. Dask
1. Dask - Section Introduction.mp4
10. Deploying Clusters - Command Line.mp4
11. Deploying Clusters - Python API.mp4
2. Dask DataFrame.mp4
3. Getting Started with Dask.mp4
4. Creating and Storing Dask DataFrames.mp4
5. Dask DataFrame - Best Practices.mp4
6. Shuffling for GroupBy and Join.mp4
7. Delayed.mp4
8. Futures.mp4
9. Scheduling.mp4
8. Data Versioning With DVC
1. Prerequisites.html
10. Setting Up Hydra Configuration.mp4
11. How To Update Python Dependencies.mp4
12. Data Versioning.mp4
13. Data Versioning - Creating A New Version.mp4
14. Data Versioning - Creating A New Version - Assignment.mp4
15. Data Versioning - Creating A New Version - Assignment Solution.mp4
16. Sorting - Formatting - Type Checking.mp4
2. GitHub Repository Creation.mp4
3. Specifying Python Dependencies.mp4
4. Dockerfile Creation.mp4
5. docker-compose File Creation.mp4
6. Makefile Creation.mp4
7. Datasets.mp4
8. Initializing DVC.mp4
9. Initializing DVC Storage.mp4
Bonus Resources.txt
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