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Comprehensive Guide to Preparing for the AWS Machine Learning Specialty Exam

Anuj Agarwal
5 min readJul 15, 2023

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As a Technology leader with a majority experience of working on cloud platforms, I decided to solidify my expertise by obtaining their prestigious AWS Machine Learning Specialty certification.

Having passed the challenging exam recently, I wanted to share a detailed breakdown of my preparation process, key topic areas covered, and tips for developing the practical skills needed to pass.

This comprehensive guide will provide fellow machine learning practitioners an in-depth look at what to expect from the exam and how to methodically train for it.

Why I Pursued the AWS ML Specialty Certification

I have utilized AWS services like S3, EC2, and Lambda in my machine learning projects for years. But I wanted to expand my knowledge into all the ML capabilities AWS offers for the full model training, deployment, monitoring and operations lifecycle. Passing the exam would validate expertise in architecting end-to-end ML solutions leveraging Amazon’s cloud.

The certification is also highly respected in the industry and would bolster my resume as an AI engineer. And given my daily work integrating models into production on AWS, I knew studying for it would teach directly relevant skills for my role. Preparing rigorously and…

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Anuj Agarwal
Anuj Agarwal

Written by Anuj Agarwal

Director - Technology at Natwest. Product Manager and Technologist who loves to solve problems with innovative technological solutions.

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