Codebase supporting my talk on CI/CD for MachineLearnia (Nov 12 2021)
The dataset used is available here.
The point of the talk is to demonstrate a simple end-to-end data project management, with code linting/quality, models training and monitoring, CI/CD and automatic deployment on Azure Webapp.
The tools used are:
MLFlow (Model training and monitoring, experiments and runs)
Poetry with following packages:
Github Actions (CI / CD)
Flask (web app creation)
Azure Machine Learning (Machine Learning environment)