---
title: "Discussion on \"Beginner-Friendly MLOps Project: Reproducibility with Git, DVC & AWS S3\" | Hashnode"
description: "Discussion on \"Beginner-Friendly MLOps Project: Reproducibility with Git, DVC & AWS S3\". If you’re starting MLOps, don’t begin with Kubernetes or fancy pipelines.\nStart with this question:\n\n“Can I recreate my ML project exactly after 6 months?”\n\nIf the answer is NO, then your ML system is"
url: "https://hashnode.com/posts/beginner-friendly-mlops-project-reproducibility-with-git-dvc-aws-s3/6a00d37be3eebc2e20b9a862"
---

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# [Beginner-Friendly MLOps Project: Reproducibility with Git, DVC & AWS S3](https://aekshant.hashnode.dev/beginner-friendly-mlops-project-reproducibility-with-git-dvc-aws-s3?utm_source=hashnode&utm_medium=feed)

If you’re starting MLOps, don’t begin with Kubernetes or fancy pipelines. Start with this question: “Can I recreate my ML project exactly after 6 months?” If the answer is NO, then your ML system is

May 10 · 6 min read · aekshant.hashnode.dev  
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[kalyan dahake](https://hashnode.com/@kalyandahake)

@kalyandahake · India

  
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I'm building systems across industries, ensuring seamless software delivery. I manage everything from system design to deployment, driving operational excellence and client satisfaction.

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