Hands-on with DVC | Data Versioning in MLOps
What is DVC and how do you use it in a project? Data Versioning is an important part of the MLOps workflow and DVC is one of the most popular open source sol...
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About this video
What is DVC and how do you use it in a project? Data Versioning is an important part of the MLOps workflow and DVC is one of the most popular open source solutions you can use for it. We go hands-on with the tech to see it in action and understand intuitively the mechanism behind tracking large data files.
0:00 β
What we'll cover in this video
0:34 β
Data Versioning Component
1:16 β
Brainstorming session
3:35 β
Essential DVC commands
6:33 β
The DVC Cache
8:00 β
Moving between commits
11:20 β
The DVC Remote
13:17 β
Model Deployer
14:30 β
A visual summary
15:54 β
Monitoring Component
16:25 β
Build your own project!
Resources π:
1. DVC Example on GitHub (https://github.com/wjayesh/dvc-example)
2. DVC Documentation (https://dvc.org/doc)
π Connect with me: https://bio.link/wjayesh
Video Information
Views
8.6K
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Likes
206
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Duration
17:13
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Published
Aug 28, 2022
Release date
Quality
hd
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