Comparison

ML Engineer Assoc Prep vs AWS AI Engineer Prep

Price, ratings, monetisation and update history for both apps, side by side β€” with what reviewers say about each.

Head to head
About

ML Engineer Assoc Prep

Features
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This application is an independent exam preparation resource and is not affiliated with, endorsed by, sponsored by, or associated with Amazon Web Services, Inc. (AWS) or any of its subsidiaries. MLA-C01 (AWS Certified Machine Learning Engineer - Associate) is a registered trademark of Amazon.com, Inc. Prepare confidently for the AWS Certified Machine Learning Engineer - Associate (MLA-C01) exam. ML Prep provides hundreds of carefully crafted practice questions covering all four exam domains. β—† COMPREHENSIVE COVERAGE β€’ practice sets covering all exam domains β€’ Data Preparation for ML (28%) β€’ ML Model Development (26%) β€’ Deployment and Orchestration (22%) β€’ ML Monitoring, Maintenance & Security (24%) β—† REALISTIC EXAM EXPERIENCE β€’ Timed practice mode simulating the 170-minute exam β€’ Single and multiple-choice questions in exam format β€’ Domain-weighted question distribution matching the real exam β€’ Exam readiness score to track your progress β—† SMART STUDY TOOLS β€’ Detailed explanations with AWS services and best practices β€’ Spaced-repetition flashcards powered by FSRS algorithm β€’ Bookmarks for quick review β€’ Personal notes on any question β€’ Per-domain accuracy to identify weak areas β€’ Shuffle mode for varied practice β—† STUDY GUIDE β€’ Complete guide covering all exam topics β€’ SageMaker, Bedrock, Feature Store, Model Monitor β€’ Data pipelines, feature engineering, hyperparameter tuning β€’ MLOps, model deployment, drift detection, security β—† MULTILINGUAL β€’ Available in English, Japanese, Korean, German, and Portuguese β€’ Switch language anytime in settings β—† PRIVACY & OFFLINE β€’ Works completely offline β€” no internet required β€’ Your progress stays on your device β€’ No ads, no tracking Start with free practice sets. Unlock all sets with a one-time purchase β€” no subscription.

About

AWS AI Engineer Prep

Features
Read full description

ENGINEER THE AI ERA ON AWS. Don't just study for the cloudβ€”engineer the intelligence behind it. The AWS AI Engineer Prep: with AI suite is updated for the April 2026 AWS syllabus, focusing on the intersection of infrastructure, data pipelines, and machine learning. THE 2026 PROFESSIONAL TRIO: - Solutions Architect (SAA-C03): The foundation of all AWS engineering. - Data Engineer Associate (DEA-C01): Master the vector databases and pipelines that power LLMs. - ML Engineer Associate (MLE-C01): The new gold standard for deploying AI with Amazon Bedrock and SageMaker. SMART FEATURES: - AI-Adaptive Quizzing: The app learns your weak areas and adjusts questions in real-time.

Screenshots

ML Engineer Assoc Prep4 screens
AWS AI Engineer Prep4 screens

Verdict

The call

The clearest difference is in-app purchases: AWS AI Engineer Prep at none against ML Engineer Assoc Prep's 1. ML Engineer Assoc Prep's advantage is iOS requirement (13.0 vs 15.0). On price, update cadence, ads and device support there is nothing between them.

Scored on Price Β· Rating Β· Positive reviews Β· Number of ratings Β· Update frequency Β· Ads Β· In-app purchases Β· Monetization Β· Best chart rank Β· Devices Β· Requires iOS

CostPrice Β· In-app purchases Β· Ads Β· Monetization

Both are free to download. ML Engineer Assoc Prep sells 1 one-off in-app purchase. AWS AI Engineer Prep asks for nothing beyond the download.

UpkeepUpdate frequency

ML Engineer Assoc Prep ships an update every 5 weeks, AWS AI Engineer Prep every 6 weeks. The most recent releases landed on October 24, 2026 and October 15, 2026 respectively.

Scorecard2 real differences Β· 5 level
ML Engineer Assoc Prep versus AWS AI Engineer Prep: the parameters behind the verdict, then further details
ParameterML Engineer Assoc PrepAWS AI Engineer Prep
PriceFreeFree
Positive reviews100.0% of reviewsβ€”
Update frequencyEvery 5 weeks β€” betterEvery 6 weeks
AdsNoNo
In-app purchasesYesNo β€” better
DevicesiPhone, iPad, iPod, Mac β€” betteriPhone, iPad, iPod
Requires iOS13.0 β€” better15.0
Further details β€” not scored
Size89 MB33 MB
Age rating4+4+
DeveloperAITYTECHMonynith Sovann

In-app purchases

1 purchases

ML Engineer Assoc Prep

One-time1
  • Premium - Lifetime$3.99
None

AWS AI Engineer Prep

No in-app purchases

Questions

Is ML Engineer Assoc Prep free?
ML Engineer Assoc Prep is free to download, with in-app purchases available.
Is AWS AI Engineer Prep free?
AWS AI Engineer Prep is free to download, with no in-app purchases.
Do ML Engineer Assoc Prep or AWS AI Engineer Prep have ads?
Neither ML Engineer Assoc Prep nor AWS AI Engineer Prep shows ads.
Which is updated more often, ML Engineer Assoc Prep or AWS AI Engineer Prep?
ML Engineer Assoc Prep ships an update every 5 weeks, and AWS AI Engineer Prep every 6 weeks. Most recently, ML Engineer Assoc Prep was updated on October 24, 2026 and AWS AI Engineer Prep on October 15, 2026.

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