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Simple classifier to be used in production

Project description

# Microservice ml classifier

This repository is my attempt to play with areas that are sometimes omitted in machine learning projects. Some of them are:

  • Packaging the machine learning model

  • Implement a CI/CD pipeline to ensure code works as expected

  • Deployment to a production environment

  • Build an API to create an interface between the client and the server

  • Explore different architectures based on project needs: Docker, IaaS, PaaS…

These areas are very often managed by other roles in software teams such as DevOps, Architects or Backend software engineers. On the other hand, a Machine Learning Engineer, is usually in charge of building training and inference pipelines for models in a development environment.

I want to enrich my craft and experience working in these areas.

Hope it helps to anyone who reads this!

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