How to design an MLOps architecture in AWS?

A guide for developers and architects especially those who are not specialized in machine learning to design an MLOps architecture for their organization

Harminder Singh
Towards Data Science
8 min readApr 14, 2023

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Introduction

According to Gartner’s findings, only 53% of machine learning (ML) projects progress from proof of concept (POC) to production. Often there is a misalignment between the strategic objectives of the company and machine learning models built by data…

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