Try CertNexus : AIP-210 valid & accurate questions and answers

Updated: Oct 13, 2026

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CertNexus AIP-210 Exam Overview:

Certification Vendor:CertNexus
Exam Name:CertNexus Certified Artificial Intelligence Practitioner (CAIP)
Exam Number:AIP-210
Available Languages:English
Exam Format:Multiple Choice, Multiple Response
Real Exam Qty:80
Passing Score:59% - 60%
Certificate Validity Period:3 years
Exam Price:$367.50 USD
Exam Duration:120 minutes
Recommended Training:CertNexus Official CAIP Training
Exam Registration:Pearson VUE Registration
Sample Questions:CertNexus AIP-210 Sample Questions
Exam Way:Online proctored (Pearson OnVUE) or in-person at Pearson VUE test centers
Pre Condition:Recommended: 1–3 years of experience in data science, AI, or related field; basic understanding of statistics, programming, and data concepts
Official Syllabus URL:https://certnexus.com/certified-artificial-intelligence-practitioner-caip/

CertNexus AIP-210 Exam Syllabus Topics:

TopicDetails
Topic 1
  • Train, validate, and test data subsets
  • Training and Tuning ML Systems and Models
Topic 2
  • Understanding the Artificial Intelligence Problem
  • Analyze the use cases of ML algorithms to rank them by their success probability
Topic 3
  • Identify potential ethical concerns
  • Analyze machine learning system use cases

Reference: https://certnexus.com/certified-artificial-intelligence-practitioner-caip/

CertNexus Certified Artificial Intelligence Practitioner (CAIP) Sample Questions:

Question #1

Which of the following pieces of AI technology provides the ability to create fake videos?

  • A. Generative adversarial networks (GAN)
  • B. Recurrent neural networks (RNN)
  • C. Support-vector machines (SVM)
  • D. Long short-term memory (LSTM) networks
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

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Question #2

We are using the k-nearest neighbors algorithm to classify the new data points. The features are on different scales.
Which method can help us to solve this problem?

  • A. Standardization
  • B. Normalization
  • C. Log transformation
  • D. Square-root transformation
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

Explanation: Only visible for Exams-boost members. You can sign-up / login (it's free).

Question #3

An HR solutions firm is developing software for staffing agencies that uses machine learning.
The team uses training data to teach the algorithm and discovers that it generates lower employability scores for women. Also, it predicts that women, especially with children, are less likely to get a high-paying job.
Which type of bias has been discovered?

  • A. Preexisting
  • B. Technical
  • C. Automation
  • D. Emergent
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

Explanation: Only visible for Exams-boost members. You can sign-up / login (it's free).

Question #4

Which of the following describes a benefit of machine learning for solving business problems?

  • A. Increasing the speed of analysis
  • B. Improving the quality of original data
  • C. Improving the constraint of the problem
  • D. Increasing the quantity of original data
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

Explanation: Only visible for Exams-boost members. You can sign-up / login (it's free).

Question #5

Which of the following scenarios is an example of entanglement in ML pipelines?

  • A. Change the way output is visualized in the monitoring step.
  • B. Add a new method for drift detection in the model evaluation step.
  • C. Add a new pipeline for retraining the model in the model training step.
  • D. Change in normalization function in the feature engineering step.
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

Explanation: Only visible for Exams-boost members. You can sign-up / login (it's free).

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