Releasing improved serverless functions with confidence
March 1, 2020
Jochem Schulenklopper and Gero Vermaas explain and practice an approach that enables you to improve and release serverless functions to production with confidence. You'll make changes in some sample serverless functions running in production, deploy the improved functions to production, and analyze your improvement against the originals.
Open source tools for machine learning model and dataset versioning
December 29, 2019
ML model and dataset versioning is an essential first step in the direction of establishing a good process. Dmitry Petrov and Ivan Shcheklein explore open source tools for ML models and datasets versioning, from traditional Git to tools like Git-LFS and Git-annex and the ML project-specific tool Data Version Control or DVC.org.