Telemanom — Refactored for Governed MLOps

This repository is a refactored and modernized version of the original NASA JPL Telemanom framework. This refactor is based on the original repository at Commit SHA: 2e6c5b6. It has been specifically adapted to support Formal State Transitions and Data Version Control (DVC) as described in:

"A GitOps-Driven MLOps Framework: Formalizing Reproducibility and State Transitions in the Machine Learning Lifecycle"

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Local Setup & Reproducibility

To recreate the experiments, follow this workflow to link the code with the versioned data stored in Google Cloud.

1. Authenticate with Google Cloud:

        gcloud auth application-default login
   

2. Initialize and Configure DVC

       dvc init
       dvc remote add -d mygcs gs://[YOUR_BUCKET_NAME]/[DVC_PATH]
   

3. Execute the pipeline

       dvc repro