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How to implement CI/CD for your Vertex AI Machine Learning Pipeline
Automatically deploy and run your machine learning pipeline. A real deep dive, step by step.
In this article, we cover how Vertex AI Pipelines are scheduled and gather a deep understanding of the inner workings. We use that knowledge to implement an automatic deployment for our machine learning pipeline.
At the end of this article, you have a Vertex AI Pipeline that is updated automatically based on changes in the GitHub Repository.
This article covers an interim solution until Google provides a more flexible way of integrating Vertex AI into a CI/CD environment.
Let’s recap
In my previous article, I covered the basic knowledge and a bunch of best practices around the Vertex AI Pipeline. If you’re new to Vertex AI Pipeline I recommend starting with that article and coming back to this one.
There is one concept I want to highlight again, keep that in mind as you go through…