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AWS Certified Machine Learning Engineer - Associate

AWS · intermediate · 170 minutes during the beta (exam code ME1-C02)

Machine learning engineering on AWS for traditional models and foundation models: preparing data, features and embeddings, choosing, training and evaluating models on SageMaker AI and Amazon Bedrock, deploying endpoints, knowledge bases and agents with MLOps pipelines, and monitoring, costing and securing the result.

What you get

660practice questions
10full papers of 65
12course chapters · 86 minutes
100%answers explained

Papers are cut from the bank and weighted like the real exam, and no question appears in two of them. Every wrong answer comes back on later days until you have it right.

What the exam covers

From AWS’s published outline, read on 27 September 2026. Vendor page

Data Preparation for ML and AI28%
ML Model and Foundation Model (FM) Development24%
Deployment and Orchestration of ML and AI Workflows24%
Operating, Monitoring, and Securing ML and AI Solutions24%

Two sample questions

Two of the 660, with the answer and the explanation.

1. Event records have nested, varying fields and are exchanged with a web API. Which format suits ingestion best?

  1. Fixed-width text
  2. Parquet only
  3. CSV without headers
  4. JSON — correct

Why: JSON handles nested, semi-structured records.

2. A ride-hailing app needs a price estimate in under 200 ms whenever a rider opens the app. Which inference option should the team use?

  1. A nightly batch transform job
  2. An asynchronous inference queue
  3. A weekly Processing job
  4. A real-time SageMaker endpoint — correct

Why: Real-time endpoints serve low-latency synchronous requests.

The real MLA-C02 exam

Length170 minutes during the beta (exam code ME1-C02)
Questions65 at general availability (50 scored, 15 unscored); 85 during the beta
Pass mark720 on a scale of 100 to 1000
Price$75 USD during the beta
Recommended before you sit itNone formally; AWS recommends at least 1 year with SageMaker AI and Amazon Bedrock and 1 year in a related role.
Valid for3 years

Exam facts as published by AWS; always check the vendor’s page before you book.

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