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This repository holds files and scripts for incorporating simple CI/CD practices for model training in ML.
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sayakpaul/CI-CD-for-Model-Training
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This repository holds files and scripts for incorporating simple CI/CD practices for model training in ML. Followingresources have been used to prepare the files under thebuild directory:
Another accompanying repository for doing CI/CD for model training can be found here:deep-diver/Model-Training-as-a-CI-CD-System.
This repository acts as a sister repository todeep-diver/Model-Training-as-a-CI-CD-System. It's recommended that one goes through this repository with the accompanying blog post from Google Cloud:Model training as a CI/CD system: Part II. The figures below schematically present what this project implements:
We first get a compiled pipeline specification for model re-training capable of accepting hyperparameter values asRuntimeParameters:
Then we schedule and trigger model training jobs:
ML-GDE program for providing GCP credits. Thanks toKarl Weinmeister for providing review feedback on this project.