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TORRENT DETAILS
Udemy - Sustainable And Scalable Machine Learning Project Development
TORRENT SUMMARY
Status:
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Learn, hands-on, how to build and manage Machine Learning Systems
What you'll learn
How To Efficiently Build Sustainable And Scalable Machine Learning Projects Using The Best Practices
Data Versioning
Distributed Data Processing
Feature Extraction
Distributed Model Training
Model Evaluation
Experiment Tracking
Error analysis
Model Inference
Creating An Application Using The Model We Train
Metadata management
Reproducibility
Requirements
Basic Understanding Of Machine Learning
Python Programming Language
You Will Learn The Rest In The Course
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We upload these learning materials for the people from all over the world, who have the talent and motivation to sharpen their skills/ knowledge but do not have the financial support to afford the materials. If you like this content and if you are truly in a position that you can actually buy the materials, then Please, we repeat, Please, Support Authors. They Deserve it! Because always remember, without "Them", you and we won't be here having this conversation. Think about it! Peace...
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FILE LIST
Filename
Size
~Get Your Files Here !/1. Introduction/1. Course Introduction.mp4
71.7 MB
~Get Your Files Here !/1. Introduction/1. Course Introduction.srt
6.4 KB
~Get Your Files Here !/1. Introduction/2. Why This Course.mp4
17 MB
~Get Your Files Here !/1. Introduction/2. Why This Course.srt
6.8 KB
~Get Your Files Here !/1. Introduction/3. Why Too Many Companies Fail.mp4
19.1 MB
~Get Your Files Here !/1. Introduction/3.1 2020 state of enterprise machine learning.html
395 B
~Get Your Files Here !/1. Introduction/3.2 Machine Learning Engineering.html
273 B
~Get Your Files Here !/1. Introduction/3.3 MLOps - Motivation.html
98 B
~Get Your Files Here !/1. Introduction/4. Why Too Many Companies Fail - Resources.html
731 B
~Get Your Files Here !/1. Introduction/5. What This Course is NOT About.mp4
4.2 MB
~Get Your Files Here !/1. Introduction/6. Important Information.mp4
1.3 MB
~Get Your Files Here !/1. Introduction/7. Where to start.html
1.7 KB
~Get Your Files Here !/2. Git and Github Quickstart/1. Git and Github Quickstart section introduction.mp4
1.6 MB
~Get Your Files Here !/2. Git and Github Quickstart/10. Reverting Your Changes Back.mp4
21.9 MB
~Get Your Files Here !/2. Git and Github Quickstart/11. Commit History.mp4
17 MB
~Get Your Files Here !/2. Git and Github Quickstart/12. Aliases.mp4
14.6 MB
~Get Your Files Here !/2. Git and Github Quickstart/13. Reverting Back to a Previous Commit.mp4
71.4 MB
~Get Your Files Here !/2. Git and Github Quickstart/14. Git Diff.mp4
12.3 MB
~Get Your Files Here !/2. Git and Github Quickstart/15. Branching and Merging.mp4
39.6 MB
~Get Your Files Here !/2. Git and Github Quickstart/16. Pull Request and Code Review.mp4
50.7 MB
~Get Your Files Here !/2. Git and Github Quickstart/17. Rebase.mp4
87.9 MB
~Get Your Files Here !/2. Git and Github Quickstart/18. Stashing.mp4
46.1 MB
~Get Your Files Here !/2. Git and Github Quickstart/19. Tagging.mp4
29.2 MB
~Get Your Files Here !/2. Git and Github Quickstart/2. Git and Github - What are they.mp4
1.7 MB
~Get Your Files Here !/2. Git and Github Quickstart/20. Cherry Pick.mp4
22.1 MB
~Get Your Files Here !/2. Git and Github Quickstart/21. Git and GitHub - Final Words.mp4
1 MB
~Get Your Files Here !/2. Git and Github Quickstart/3. Git Installation - Linux.mp4
19.6 MB
~Get Your Files Here !/2. Git and Github Quickstart/4. Git Installation - Windows.mp4
15.8 MB
~Get Your Files Here !/2. Git and Github Quickstart/5. Git Installation - MacOS.mp4
15.3 MB
~Get Your Files Here !/2. Git and Github Quickstart/6. Github - Account creation.mp4
28 MB
~Get Your Files Here !/2. Git and Github Quickstart/7. Adding an SSH key pair to GitHub account - Linux.mp4
27.3 MB
~Get Your Files Here !/2. Git and Github Quickstart/8. Adding an SSH key pair to GitHub Account - MacOS.mp4
48.2 MB
~Get Your Files Here !/2. Git and Github Quickstart/9. Git and GitHub - Basic workflow.mp4
81 MB
~Get Your Files Here !/3. Docker Quickstart/1. Docker Quickstart section introduction.mp4
3.8 MB
~Get Your Files Here !/3. Docker Quickstart/10. Dockerfile.mp4
42 MB
~Get Your Files Here !/3. Docker Quickstart/11. More about Dockerfile.mp4
41.2 MB
~Get Your Files Here !/3. Docker Quickstart/12. Persistent Data In Docker.mp4
4.7 MB
~Get Your Files Here !/3. Docker Quickstart/13. Persistent Data In Docker - Volumes - Hands On.mp4
75.4 MB
~Get Your Files Here !/3. Docker Quickstart/14. Persistent Data in Docker - Bind Mounting - Hands On.mp4
16.4 MB
~Get Your Files Here !/3. Docker Quickstart/15. Docker Compose.mp4
15.9 MB
~Get Your Files Here !/3. Docker Quickstart/16. Dockerfile Best Practices.mp4
12.9 MB
~Get Your Files Here !/3. Docker Quickstart/2. What Is Docker and Why Do We Use It.mp4
7.3 MB
~Get Your Files Here !/3. Docker Quickstart/3. Installation - Linux.mp4
23.3 MB
~Get Your Files Here !/3. Docker Quickstart/4. Installation - Windows.mp4
34.2 MB
~Get Your Files Here !/3. Docker Quickstart/5. Installation - MacOS.mp4
11.8 MB
~Get Your Files Here !/3. Docker Quickstart/6. Docker Containers.mp4
10.2 MB
~Get Your Files Here !/3. Docker Quickstart/7. Docker Containers - Hands On.mp4
90.1 MB
~Get Your Files Here !/3. Docker Quickstart/8. Why Docker Is So Good.mp4
8.5 MB
~Get Your Files Here !/3. Docker Quickstart/9. Docker Images.mp4
23.8 MB
~Get Your Files Here !/4. DVC/1. DVC - Section Introduciton.mp4
1023.3 KB
~Get Your Files Here !/4. DVC/2. Data Versioning.mp4
102.2 MB
~Get Your Files Here !/4. DVC/3. Accessing Your Data.mp4
52.8 MB
~Get Your Files Here !/4. DVC/4. Pipelines - Part 1.mp4
72.8 MB
~Get Your Files Here !/4. DVC/5. Pipelines - Part 2.mp4
65.5 MB
~Get Your Files Here !/4. DVC/6. Pipelines - Part 3.mp4
77.6 MB
~Get Your Files Here !/4. DVC/7. Metrics And Experiments.mp4
7.6 MB
~Get Your Files Here !/5. Hydra/1. Hydra - Section Introduction.mp4
5.4 MB
~Get Your Files Here !/5. Hydra/10. Debugging.mp4
17.2 MB
~Get Your Files Here !/5. Hydra/11. Tab Completion.mp4
10.3 MB
~Get Your Files Here !/5. Hydra/12. Structured Configs.mp4
6.7 MB
~Get Your Files Here !/5. Hydra/13. Structured Configs Basic Usage.mp4
24.9 MB
~Get Your Files Here !/5. Hydra/14. Hierarchical Static Configuration.mp4
21.4 MB
~Get Your Files Here !/5. Hydra/15. Config Groups in Structured Configs.mp4
27 MB
~Get Your Files Here !/5. Hydra/16. Defaults List in Structured Configs.mp4
17.1 MB
~Get Your Files Here !/5. Hydra/17. Structured Config Schema.mp4
52 MB
~Get Your Files Here !/5. Hydra/2. How to Use Hydra From Command-Line.mp4
16.5 MB
~Get Your Files Here !/5. Hydra/3. Specifying A Config File.mp4
15.9 MB
~Get Your Files Here !/5. Hydra/4. More About OmegaConf.mp4
87.4 MB
~Get Your Files Here !/5. Hydra/5. Grouping Config Files.mp4
40.4 MB
~Get Your Files Here !/5. Hydra/6. Selecting Default Configs.mp4
37.7 MB
~Get Your Files Here !/5. Hydra/7. Multirun.mp4
30.5 MB
~Get Your Files Here !/5. Hydra/8. Output And Working Directory.mp4
28.8 MB
~Get Your Files Here !/5. Hydra/9. Logging.mp4
24.3 MB
~Get Your Files Here !/6. Google Cloud Platform Quickstart/1. Google Cloud Platform - Section Introduction.mp4
9.6 MB
~Get Your Files Here !/6. Google Cloud Platform Quickstart/2. How to Create An Account.mp4
16.1 MB
~Get Your Files Here !/6. Google Cloud Platform Quickstart/3. How to Create a Project.mp4
14.9 MB
~Get Your Files Here !/6. Google Cloud Platform Quickstart/4. gsutils and gcloud commands.mp4
22.3 MB
~Get Your Files Here !/6. Google Cloud Platform Quickstart/5. Google Cloud Storage (GCS) - Bucket Creation.mp4
32.3 MB
~Get Your Files Here !/6. Google Cloud Platform Quickstart/6. Google Cloud Storage (GCS) - Bucket Usage.mp4
41.8 MB
~Get Your Files Here !/6. Google Cloud Platform Quickstart/7. Google Compute Engine (GCE).mp4
71.3 MB
~Get Your Files Here !/6. Google Cloud Platform Quickstart/8. Google Compute Engine (GCE) - Quotas.mp4
29 MB
~Get Your Files Here !/7. Dask/1. Dask - Section Introduction.mp4
16.4 MB
~Get Your Files Here !/7. Dask/10. Deploying Clusters - Command Line.mp4
53 MB
~Get Your Files Here !/7. Dask/11. Deploying Clusters - Python API.mp4
21.6 MB
~Get Your Files Here !/7. Dask/2. Dask DataFrame.mp4
15.8 MB
~Get Your Files Here !/7. Dask/3. Getting Started with Dask.mp4
80.2 MB
~Get Your Files Here !/7. Dask/4. Creating and Storing Dask DataFrames.mp4
43.2 MB
~Get Your Files Here !/7. Dask/5. Dask DataFrame - Best Practices.mp4
29.8 MB
~Get Your Files Here !/7. Dask/6. Shuffling for GroupBy and Join.mp4
9.8 MB
~Get Your Files Here !/7. Dask/7. Delayed.mp4
166 MB
~Get Your Files Here !/7. Dask/8. Futures.mp4
92.9 MB
~Get Your Files Here !/7. Dask/9. Scheduling.mp4
13.5 MB
~Get Your Files Here !/8. Data Versioning With DVC/1. Prerequisites.html
411 B
~Get Your Files Here !/8. Data Versioning With DVC/10. Setting Up Hydra Configuration.mp4
133 MB
~Get Your Files Here !/8. Data Versioning With DVC/11. How To Update Python Dependencies.mp4
72.2 MB
~Get Your Files Here !/8. Data Versioning With DVC/12. Data Versioning.mp4
133.8 MB
~Get Your Files Here !/8. Data Versioning With DVC/13. Data Versioning - Creating A New Version.mp4
81 MB
~Get Your Files Here !/8. Data Versioning With DVC/14. Data Versioning - Creating A New Version - Assignment.mp4
