Deploy Machine Learning Web Apps for Free

Deploy Machine Learning Web Apps for Free

In this tutorial, I will explain how to deploy any Python web app on Heroku cloud. This tutorial focuses on a simple deployment technique that can be used to deploy any Python web app for free.

Deploying a Machine Learning model is a difficult task due to the requirement of large memory and powerful computation. This tutorial focuses on a simple deployment technique that can be used to deploy any Python web app for free.

Read my previous article to learn how to build an “Image classification web app with FastAPI and Tensorflow”

I have also created a YouTube tutorial on Deploying Python app on Heroku

First of all, you will need a Heroku id, so go now and register for a free account.

For deploying any Python app on Heroku, we need three files- requirements.txt, runtime.txt, and Procfile.

  • requirements.txt is a normal text file that contains Python packages required to run the app.
  • runtime.txt is a text file that will contain the Python Version you want your app to run on.
  • *Procfile *is will contain the command to launch your web app. For example, you can use
## method 1
python application/server/main.py

## or uvicorn if you are deploying a uvicorn server
uvicorn application.server.main:app

programming data-science heroku machine-learning python

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Data Science Projects | Data Science | Machine Learning | Python

Practice your skills in Data Science with Python, by learning and then trying all these hands-on, interactive projects, that I have posted for you.

Data Science Projects | Data Science | Machine Learning | Python

Practice your skills in Data Science with Python, by learning and then trying all these hands-on, interactive projects, that I have posted for you.

Data Science Projects | Data Science | Machine Learning | Python

Practice your skills in Data Science with Python, by learning and then trying all these hands-on, interactive projects, that I have posted for you.

Data Science Projects | Data Science | Machine Learning | Python

Practice your skills in Data Science with Python, by learning and then trying all these hands-on, interactive projects, that I have posted for you.

Data Science Projects | Data Science | Machine Learning | Python

Practice your skills in Data Science with Python, by learning and then trying all these hands-on, interactive projects, that I have posted for you.