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...

Jayesh Sharmaβ€’8.6K viewsβ€’17:13

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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 βœ… What we'll cover in this video 0:34 βœ… Data Versioning Component 1:16 βœ… Brainstorming session 3:35 βœ… Essential DVC commands 6:33 βœ… The DVC Cache 8:00 βœ… Moving between commits 11:20 βœ… The DVC Remote 13:17 βœ… Model Deployer 14:30 βœ… A visual summary 15:54 βœ… Monitoring Component 16:25 βœ… Build your own project! Resources πŸ“: 1. DVC Example on GitHub (https://github.com/wjayesh/dvc-example) 2. DVC Documentation (https://dvc.org/doc) πŸ‘‹ Connect with me: https://bio.link/wjayesh

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8.6K

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206

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Duration
17:13

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Published
Aug 28, 2022

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hd

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