AIF-C01 Fundamentals of AI and ML Practice Question
A startup with limited ML expertise wants to quickly prototype a binary classification model using a small customer dataset. They need a managed environment to run Jupyter notebooks and access pre-built algorithms. Which AWS service should they choose?
⚠ Common exam trap
The AIF-C01 exam often tests the distinction between managed ML platforms (SageMaker) and general-purpose compute or data processing services (Lambda, EMR, Glue), leading candidates to pick a service that can run code but lacks the specific notebook and pre-built algorithm capabilities required.
Answer choices
Why each option matters
Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.
Correct answer & explanation
✓
Amazon SageMaker
Amazon SageMaker is the correct choice because it provides a fully managed environment for Jupyter notebooks and includes built-in, pre-built algorithms for binary classification. This allows the startup to quickly prototype without deep ML expertise, as SageMaker handles infrastructure, scaling, and model training.
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
- ✗
AWS Lambda
Why it's wrong here
Lambda is for serverless functions, not for interactive ML development.
- ✓
Amazon SageMaker
Why this is correct
SageMaker provides managed notebooks and built-in algorithms for quick experimentation.
- ✗
Amazon EMR
Why it's wrong here
EMR is for big data processing using Hadoop/Spark, not for quick ML prototyping.
- ✗
AWS Glue
Why it's wrong here
Glue is an ETL service, not designed for ML experimentation.
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Written by Johnson Ajibi, MSc IT Security
Senior Network & Security Engineer · founder of Courseiva
This AIF-C01 practice question is part of Courseiva's free Amazon Web Services certification practice question bank. Courseiva provides original exam-style practice questions with explanations, topic-based practice, mock exams, readiness tracking, and study analytics to help learners prepare for the AIF-C01 exam.