DevOps

Use CML from a Bitbucket pipeline to provision an AWS EC2 instance and (re)train a machine learning model.

A video tutorial about using continuous integration in data science and machine learning projects. This tutorial shows how to use GitHub Actions and Continuous Machine Learning (CML) to create your own automated model training and evaluation system.

A talk about CI/CD with fuzzy animals.

Why DevOps matters in data science, what specific challenges data scientists face in the day to day work, and how do we setup a better environment for the team.