The answer is SHAP values. SHAP values are the correct technique for generating local explanations because they decompose a model’s prediction into additive feature contributions for a single instance, showing exactly how each feature pushed the prediction higher or lower relative to the baseline. On the AWS Certified AI Practitioner AIF-C01 exam, this question tests your ability to distinguish between local and global interpretability methods—a common trap is confusing SHAP values with permutation feature importance or partial dependence plots, which provide global, not per-instance, insights. In SageMaker, you can use the built-in SHAP explainer via the SageMaker Clarify or Debugger APIs to generate these local explanations directly. A helpful memory tip: think of SHAP as “SHapley Additive exPlanations”—the word “Additive” reminds you it sums contributions for one prediction, while “global” methods like permutation importance average across all data.
AIF-C01 Guidelines for Responsible AI Practice Question
This AIF-C01 practice question tests your understanding of guidelines for responsible ai. Read the scenario carefully and evaluate each option against the stated constraints before committing to an answer. After answering, compare your reasoning against the explanation and wrong-answer breakdown below. Once you have made your selection, read the full explanation to reinforce the concept and understand why each distractor is designed to mislead on exam day.
A data scientist is using Amazon SageMaker to train a model and wants to understand the contribution of each feature to individual predictions. Which technique should they use to generate local explanations?
Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.
Correct answer & explanation
✓
SHAP values
SHAP values provide per-instance (local) explanations of feature contributions. Permutation feature importance, partial dependence plots, and global feature importance all give global explanations, not local.
Key principle: NAT direction and interface roles matter as much as the IP address mapping. Inside/outside designation controls which traffic is translated.
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
✗
Permutation feature importance
Why it's wrong here
This measures global feature importance by permuting values.
✗
Global feature importance
Why it's wrong here
Global importance gives overall ranking, not per-prediction detail.
✓
SHAP values
Why this is correct
SHAP values decompose predictions into additive feature contributions for each instance.
Related concept
Static NAT maps one inside address to one outside address.
✗
Partial dependence plots
Why it's wrong here
PDPs show average marginal effect of a feature across the dataset, not local insights.
Common exam traps
Common exam trap: NAT rules depend on direction and matching traffic
NAT is not only about the public address. The inside/outside interface roles and the ACL or rule that matches traffic are just as important.
Trap categories for this question
Command / output trap
PDPs show average marginal effect of a feature across the dataset, not local insights.
Detailed technical explanation
How to think about this question
NAT questions usually test address translation, overload/PAT behaviour, static mappings and whether the right traffic is being translated. Read the interface direction and address terms carefully.
KKey Concepts to Remember
Static NAT maps one inside address to one outside address.
PAT allows many inside hosts to share one public address using ports.
Inside local and inside global describe the private and translated addresses.
NAT ACLs identify traffic for translation, not always security filtering.
TExam Day Tips
→Identify inside and outside interfaces first.
→Check whether the scenario needs static NAT, dynamic NAT or PAT.
→Do not confuse NAT matching ACLs with normal packet-filtering intent.
Key takeaway
NAT direction and interface roles matter as much as the IP address mapping. Inside/outside designation controls which traffic is translated.
Real-world example
How this comes up in practice
A cloud solutions architect for a retail company is evaluating services for a new workload. The correct answer here reflects best practice for the specific scenario described — not a general cloud recommendation. NAT direction and interface roles matter as much as the IP address mapping. Inside/outside designation controls which traffic is translated. Cloud exam questions reward reading the constraint carefully: the same technology can be right or wrong depending on the use case.
What to study next
Got this wrong? Here's your next step.
Review the four NAT address types (inside local, inside global, outside local, outside global), PAT port overload, and static vs dynamic NAT use cases. Then practise related AIF-C01 NAT questions on configuration and troubleshooting.
Guidelines for Responsible AI — This question tests Guidelines for Responsible AI — Static NAT maps one inside address to one outside address..
What is the correct answer to this question?
The correct answer is: SHAP values — SHAP values provide per-instance (local) explanations of feature contributions. Permutation feature importance, partial dependence plots, and global feature importance all give global explanations, not local.
What should I do if I get this AIF-C01 question wrong?
Review the four NAT address types (inside local, inside global, outside local, outside global), PAT port overload, and static vs dynamic NAT use cases. Then practise related AIF-C01 NAT questions on configuration and troubleshooting.
What is the key concept behind this question?
Static NAT maps one inside address to one outside address.
About these practice questions
Courseiva creates original exam-style practice questions with explanations and wrong-answer analysis. It does not publish real exam questions, exam dumps, or protected exam content. Learn why practice questions differ from exam dumps →
These questions test the same concept from different angles. Work through them to make sure you can recognise it however the exam phrases it.
Variation 1. An e-commerce company uses a recommendation system built with Amazon Personalize. They want to explain to customers why certain products are recommended. Which AWS service can provide model explanations?
medium
A.AWS Config
B.AWS CloudTrail
C.Amazon Detective
✓ D.Amazon SageMaker Clarify
Why D: Option D is correct: SageMaker Clarify can provide feature attribution for recommendations. Option A is wrong: AWS Config tracks resources. Option B is wrong: CloudTrail audits API calls. Option C is wrong: Amazon Detective investigates security findings.
Share a tip, memory trick, or ask about the reasoning behind this question. Do not post real exam questions, leaked content, braindumps, or copyrighted exam material. Comments are moderated and may be removed without notice.
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.
Question Discussion
Share a tip, memory trick, or ask about the reasoning behind this question. Do not post real exam questions, leaked content, braindumps, or copyrighted exam material. Comments are moderated and may be removed without notice.
Sign in to join the discussion.