Off-the-Shelf Solutions
Explore popular off-the-shelf machine learning pipeline tools such as Kedro, MLflow, and Metaflow. Understand their features for project scaffolding, versioning, experiment tracking, and deployment, helping you decide when to build custom pipelines or use existing frameworks.
In this course, we designed and built an ML training pipeline from scratch. While this is a legitimate endeavor, and several companies do build their own pipelines, it’s worth noting that there are some off-the-shelf solutions as well. Whether to use an off-the-shelf solution or build our own depends on the suitability of these solutions for the company and project, as well as other business requirements. Let’s take a look at a few free off-the-shelf solutions.
Kedro
Kedro is a framework that ...