How to pass AWS Machine Learning Engineer Associate + My Experience
I was really keen to get this certification because the AI & ML buzz is crazy these days. I was playing around with n8n & other tools &…
How to pass AWS Machine Learning Engineer Associate + My Experience

I was really keen to get this certification because the AI & ML buzz is crazy these days. I was playing around with n8n & other tools & thought why not get AWS ML certification. I only went for AWS cause I had AWS bg and certs that made it easier for me to understand many aspects from the previous certs.
What Resources Did I Use ?
1– AWS Certified Machine Learning Engineer Associate: Hands On! Game changer fr, just the perfect course.
2- AWS Certified Machine Learning Engineer Associate Practice Exams MLA-C01 2025 This is the best practice exam to ace your cert.
How Did I Prepare ?
Right after work around 5pm, I would head to the gym to have some time away from the screen. around 8, I will start studying for 2–3 hours. I give myself maximum of 3 weeks, this create a mental pressure & pushes me to work harder on the weekends.
Exam Day
Just go in with hella confidence, don’t worry about the outcome. If you pass, great. If you fail, you learned alot anyways. With previous AWS certs, I was very confident about this exam cuz EOD, it was just new AWS services that I was not aware of.
My Score

Tips for Passing the Exam
- Don’t Skip the Details
- Practice, Practice, Practice
- Consistency is Key
- Stay Calm on Exam Day !
& remember — do what feels right, not what everyone suggests !

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