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Amazon AIF-C01 Exam - Topic 3 Question 38 Discussion

An AI practitioner who has minimal ML knowledge wants to predict employee attrition without writing code. Which Amazon SageMaker feature meets this requirement?
A) SageMaker Canvas
B) SageMaker Clarify
C) SageMaker Model Monitor
D) SageMaker Data Wrangler

Amazon AIF-C01 Exam - Topic 3 Question 38 Discussion

Actual exam question for Amazon's AIF-C01 exam
Question #: 38
Topic #: 3
[All AIF-C01 Questions]

An AI practitioner who has minimal ML knowledge wants to predict employee attrition without writing code. Which Amazon SageMaker feature meets this requirement?

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Suggested Answer: A

The correct answer is A because Amazon SageMaker Canvas is designed specifically for users with little or no machine learning or programming experience. It provides a visual interface to build ML models by simply uploading data, performing analysis, and generating predictions using a no-code environment.

From the AWS documentation:

'Amazon SageMaker Canvas enables business analysts and other users to generate accurate ML predictions using a visual, point-and-click interface without writing code or having prior ML experience.'

This feature allows the user to:

Import datasets (e.g., HR data)

Automatically explore the data

Select the prediction column (e.g., attrition)

Train the model

Generate and export predictions

Explanation of other options:

B . SageMaker Clarify is used to detect bias and explain ML predictions but not to build models or make predictions without code.

C . SageMaker Model Monitor monitors model quality in production but doesn't build or train models.

D . SageMaker Data Wrangler is used for data preprocessing and transformation but still requires some technical configuration.

Referenced AWS AI/ML Documents and Study Guides:

Amazon SageMaker Canvas Developer Guide

AWS Certified Machine Learning Specialty Study Guide -- AutoML and No-Code Tools Section

AWS Machine Learning Blog: ''Predict Employee Attrition with SageMaker Canvas''


Contribute your Thoughts:

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Earleen
2 days ago
I practiced a question similar to this, and I feel like SageMaker Canvas was the focus for no-code solutions.
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Hui
7 days ago
I'm not entirely sure, but I remember something about SageMaker Clarify being related to bias detection, not model building.
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Garry
12 days ago
I think it's SageMaker Canvas because it allows users to build models without coding, right?
upvoted 0 times
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