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Deploy ML models with FastAPI, Docker, and Heroku

1. Develop and save the model with this Colab

Open Colab

2. Create Docker container

docker build -t app-name .

docker run -p 80:80 app-name

3. Create Git repo

If you clone this repo this step is not needed. Or you can delete this git repo with rm -rf .git and start with a new one:

git init
git add .
git commit -m "initial commit"
git branch -M main

4. Create Heroku project

heroku login
heroku create your-app-name
heroku git:remote your-app-name
heroku stack:set container
git push heroku main

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Deploy ML models with FastAPI, Docker, and Heroku

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  • Python 91.2%
  • Dockerfile 8.8%