July 2022
Intermediate
16m
English
Overview
MLOps packaging: HuggingFace and Azure Container Registry
Use automation to package models
Learn how to package a HuggingFace GPT2 model for text generation using automation with MLOps and pushing the result to Azure Container Registry. With just a little bit of Python and FastAPI you can have a powerful text generation API that is self-documented!
Learn ObjectivesIn this video lesson, I'll go over the details with an example repository you can use for reference including the following learning objectives:
- Create a FastAPI application with HuggingFace
- Interact with the model with HTTP from a container using FastAPI
- Containerize the application using GitHub Actions
- Create repository secrets to login and push to Azure Container Registry
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