Dr Alex Ioannides

Best Practices for Engineering ML Pipelines - Part 2

Posted on Mon 07 November 2022 in machine-learning-engineering • Tagged with python, machine-learning, mlops, kubernetes, bodywork

This is the second part in a series of articles demonstrating best practices for engineering ML pipelines and deploying them to production. In the first part we focused on project setup - everything from codebase structure to configuring a CI/CD pipeline and making an initial deployment of a skeleton pipeline …

Best Practices for Engineering ML Pipelines - Part 1

Posted on Wed 03 March 2021 in machine-learning-engineering • Tagged with python, machine-learning, mlops, kubernetes, bodywork

The is the first in a series of articles demonstrating how to engineer a machine learning pipeline and deploy it to a production environment. We’re going to assume that a solution to a ML problem already exists within a Jupyter notebook, and that our task is to engineer this …