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1. Introduction
1. Course Introduction.mp4
71.71 MB
1. Course Introduction.srt
6.35 KB
2. Why This Course.mp4
16.96 MB
2. Why This Course.srt
6.85 KB
3. Why Too Many Companies Fail.mp4
19.10 MB
3.1 2020 state of enterprise machine learning.html
0.39 KB
3.2 Machine Learning Engineering.html
0.27 KB
3.3 MLOps - Motivation.html
0.10 KB
4. Why Too Many Companies Fail - Resources.html
0.71 KB
5. What This Course is NOT About.mp4
4.16 MB
6. Important Information.mp4
1.34 MB
7. Where to start.html
1.67 KB
2. Git and Github Quickstart
1. Git and Github Quickstart section introduction.mp4
1.63 MB
10. Reverting Your Changes Back.mp4
21.86 MB
11. Commit History.mp4
16.97 MB
12. Aliases.mp4
14.59 MB
13. Reverting Back to a Previous Commit.mp4
71.44 MB
14. Git Diff.mp4
12.26 MB
15. Branching and Merging.mp4
39.64 MB
16. Pull Request and Code Review.mp4
50.72 MB
17. Rebase.mp4
87.85 MB
18. Stashing.mp4
46.14 MB
19. Tagging.mp4
29.17 MB
2. Git and Github - What are they.mp4
1.71 MB
20. Cherry Pick.mp4
22.08 MB
21. Git and GitHub - Final Words.mp4
1.01 MB
3. Git Installation - Linux.mp4
19.58 MB
4. Git Installation - Windows.mp4
15.84 MB
5. Git Installation - MacOS.mp4
15.27 MB
6. Github - Account creation.mp4
27.97 MB
7. Adding an SSH key pair to GitHub account - Linux.mp4
27.27 MB
8. Adding an SSH key pair to GitHub Account - MacOS.mp4
48.16 MB
9. Git and GitHub - Basic workflow.mp4
81.04 MB
3. Docker Quickstart
1. Docker Quickstart section introduction.mp4
3.83 MB
10. Dockerfile.mp4
41.99 MB
11. More about Dockerfile.mp4
41.24 MB
12. Persistent Data In Docker.mp4
4.68 MB
13. Persistent Data In Docker - Volumes - Hands On.mp4
75.39 MB
14. Persistent Data in Docker - Bind Mounting - Hands On.mp4
16.43 MB
15. Docker Compose.mp4
15.95 MB
16. Dockerfile Best Practices.mp4
12.95 MB
2. What Is Docker and Why Do We Use It.mp4
7.29 MB
3. Installation - Linux.mp4
23.35 MB
4. Installation - Windows.mp4
34.16 MB
5. Installation - MacOS.mp4
11.79 MB
6. Docker Containers.mp4
10.22 MB
7. Docker Containers - Hands On.mp4
90.13 MB
8. Why Docker Is So Good.mp4
8.51 MB
9. Docker Images.mp4
23.80 MB
4. DVC
1. DVC - Section Introduciton.mp4
1.00 MB
2. Data Versioning.mp4
102.23 MB
3. Accessing Your Data.mp4
52.77 MB
4. Pipelines - Part 1.mp4
72.81 MB
5. Pipelines - Part 2.mp4
65.48 MB
6. Pipelines - Part 3.mp4
77.57 MB
7. Metrics And Experiments.mp4
7.60 MB
5. Hydra
1. Hydra - Section Introduction.mp4
5.43 MB
10. Debugging.mp4
17.18 MB
11. Tab Completion.mp4
10.31 MB
12. Structured Configs.mp4
6.67 MB
13. Structured Configs Basic Usage.mp4
24.86 MB
14. Hierarchical Static Configuration.mp4
21.38 MB
15. Config Groups in Structured Configs.mp4
27.04 MB
16. Defaults List in Structured Configs.mp4
17.08 MB
17. Structured Config Schema.mp4
52.00 MB
2. How to Use Hydra From Command-Line.mp4
16.53 MB
3. Specifying A Config File.mp4
15.86 MB
4. More About OmegaConf.mp4
87.36 MB
5. Grouping Config Files.mp4
40.37 MB
6. Selecting Default Configs.mp4
37.66 MB
7. Multirun.mp4
30.50 MB
8. Output And Working Directory.mp4
28.83 MB
9. Logging.mp4
24.30 MB
6. Google Cloud Platform Quickstart
1. Google Cloud Platform - Section Introduction.mp4
9.57 MB
2. How to Create An Account.mp4
16.06 MB
3. How to Create a Project.mp4
14.91 MB
4. gsutils and gcloud commands.mp4
22.28 MB
5. Google Cloud Storage (GCS) - Bucket Creation.mp4
32.25 MB
6. Google Cloud Storage (GCS) - Bucket Usage.mp4
41.79 MB
7. Google Compute Engine (GCE).mp4
71.28 MB
8. Google Compute Engine (GCE) - Quotas.mp4
29.01 MB
7. Dask
1. Dask - Section Introduction.mp4
16.40 MB
10. Deploying Clusters - Command Line.mp4
53.02 MB
11. Deploying Clusters - Python API.mp4
21.56 MB
2. Dask DataFrame.mp4
15.84 MB
3. Getting Started with Dask.mp4
80.18 MB
4. Creating and Storing Dask DataFrames.mp4
43.23 MB
5. Dask DataFrame - Best Practices.mp4
29.80 MB
6. Shuffling for GroupBy and Join.mp4
9.84 MB
7. Delayed.mp4
166.03 MB
8. Futures.mp4
92.90 MB
9. Scheduling.mp4
13.52 MB
8. Data Versioning With DVC
1. Prerequisites.html
0.40 KB
10. Setting Up Hydra Configuration.mp4
133.01 MB
11. How To Update Python Dependencies.mp4
72.24 MB
12. Data Versioning.mp4
133.77 MB
13. Data Versioning - Creating A New Version.mp4
81.00 MB
14. Data Versioning - Creating A New Version - Assignment.mp4
3.25 MB
15. Data Versioning - Creating A New Version - Assignment Solution.mp4
9.68 MB
16. Sorting - Formatting - Type Checking.mp4
96.79 MB
2. GitHub Repository Creation.mp4
42.20 MB
3. Specifying Python Dependencies.mp4
67.29 MB
4. Dockerfile Creation.mp4
110.47 MB
5. docker-compose File Creation.mp4
33.17 MB
6. Makefile Creation.mp4
64.68 MB
7. Datasets.mp4
60.67 MB
8. Initializing DVC.mp4
78.07 MB
9. Initializing DVC Storage.mp4
23.11 MB
Bonus Resources.txt
0.38 KB
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