Run your steps on the cloud with Sagemaker, Vertex AI, and AzureML (25 Mar 2022)
With ZenML 0.6.3, you can now run your ZenML steps on Sagemaker, Vertex AI, and AzureML! It’s normal to have certain steps that require specific infrastructure (e.g. a GPU-enabled environment) on which to run model training, and Step Operators give you the power to switch out infrastructure for individual steps to support this.
How to improve your experimentation workflows with MLflow Tracking and ZenML (09 Feb 2022)
Use MLflow Tracking to automatically ensure that you're capturing data, metadata and hyperparameters that contribute to how you are training your models. Use the UI interface to compare experiments, and let ZenML handle the boring setup details.
10 Reasons ZenML ❤️ Evidently AI's Monitoring Tool (21 Jan 2022)
ZenML recently added an integration with Evidently, an open-source tool that allows you to monitor your data for drift (among other things). This post showcases the integration alongside some of the other parts of Evidently that we like.