This is the post number 4 of a series of articles discussing the software engineering perspective of Machine Learning Systems.

This is the third post of a series of articles discussing the software engineering perspective of Machine Learning Systems.

This is the second post of a series of articles discussing the software engineering perspective of Machine Learning Systems.

This is the first post of a series of articles discussing the software engineering perspective of Machine Learning Systems.

The great OCR was one of the earliest Neural Network applications. The utility of converting hand or machine-written text from scanned documents to machine-encoded text format was and still huge.

In this post, I will describe a recipe for ML Software Engineers who want to publish their ML model built with Python using FastAPI and containerize it using Docker. This is one of the steps towards making the model ready to be deployed to the production environment, whether it is on-premise or on the cloud.