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title: "Discussion on \"from-devops-to-mlops-building-production-ready-ml-pipelines\" | Hashnode"
description: "Discussion on \"from-devops-to-mlops-building-production-ready-ml-pipelines\". Introduction\nAs a DevOps engineer, I’ve practiced developing CI/CD pipelines, managing Kubernetes clusters, and ensuring reliable deployments. But when machine learning entered the picture, I realized"
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---

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# [from-devops-to-mlops-building-production-ready-ml-pipelines](https://sauravkarki.hashnode.dev/from-devops-to-mlops-building-production-ready-ml-pipelines?utm_source=hashnode&utm_medium=feed)

Introduction As a DevOps engineer, I’ve practiced developing CI/CD pipelines, managing Kubernetes clusters, and ensuring reliable deployments. But when machine learning entered the picture, I realized

Feb 12 · 13 min read · sauravkarki.hashnode.dev  
Updated Mar 16  
Read the article

-   [#mlops](https://hashnode.com/tag/mlops)
-   [#devops](https://hashnode.com/tag/devops)
-   [#mlflow](https://hashnode.com/tag/mlflow)
-   [#fastapi](https://hashnode.com/tag/fastapi)
-   [#kubernetes](https://hashnode.com/tag/kubernetes)
-   [#docker](https://hashnode.com/tag/docker)
-   [#prometheus](https://hashnode.com/tag/prometheus)
-   [#grafana](https://hashnode.com/tag/grafana)
-   [#keda](https://hashnode.com/tag/keda)

## Written by

[Saurav Karki](https://hashnode.com/@sauravkarki)

@sauravkarki · Kathmandu, Nepal

  
[View profile](https://hashnode.com/@sauravkarki)

“DevOps Engineer 🚀 | Transforming Development to Deployment”

I'm Saurav Karki, a DevOps Engineer passionate about Kubernetes, AWS, and automation. Currently working as a "Devops Engineer Trainee", working with CI/CD pipelines, GitOps, and scalable architectures. I share projects, tutorials, and lessons from my DevOps journey to help others learn and grow."

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