This repository contains the code to follow along with these Metaflow tutorials:
- Introduction to Metaflow
- Natural Language Processing with Metaflow
- Computer Vision with Metaflow - Beginner
- Computer Vision with Metaflow - Intermediate
- Recommender Systems with Metaflow
Metaflow is an open source machine learning infrastructure stack started at Netflix. Outerbounds is a company that maintains Metaflow and repositories like this that aim to help data scientists do their jobs.
The tutorials in this repository will teach you how to represent machine learning and data science workflows as graphs. You will see benefits of structuring workflows this way like versioning, access to data, and job scheduling on many cloud computers. By engaging in the tutorials, you will learn how to build domain-specific workflows that reliably run locally or in the cloud (with minimal set up). You will see many workflows with composable steps you can mix and match to your unique ML applications.
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