MLOps with Hugging Face Spaces, Gradio and Github Actions

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United States Pragmatic AI Labs
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17,700
Published on ● Video Link: https://www.youtube.com/watch?v=VYSGjUa5sc4


Duration: 11:01
733 views
26

Learn to use MLOPs methodology to deploy a Hugging Face Spaces application using Github Actions.

Repo Here: https://github.com/nogibjj/hugging-face

00:00 Intro
00:35 Project Overview of Hugging Face Spaces, Gradio and Github Actions
01:23 Hugging Face Overview
01:52 Creating Hugging Face Spaces
02:28 Creating Github Repo and Github Codespaces with 16 Cores
03:37 Setup Gradio Application and Python Structure
06:12 Installing Tensorflow and running Gradio application with Github Codespaces browser
06:48 Using Hugging Face Token
07:26 Setup Github Actions Secrets with Token from Hugging Face
08:00 Setup Github Actions that pushes to Hugging Face Spaces
09:30 Testing Deployed Hugging Face Spaces Application




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O'Reilly Book: Practical MLOps: https://www.amazon.com/Practical-MLOps-Operationalizing-Machine-Learning/dp/1098103017

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