CertNexus AIP-210 Actual Free Exam Questions & Community Discussion

Exam Code/Number: AIP-210
Exam Name/Title: CertNexus Certified Artificial Intelligence Practitioner (CAIP)
Certification Provider: CertNexus
Corresponding Certification: Certified AI Practitioner

Exam Questions: 95
Updated On: Jul 13, 2026

Question #41

You are developing a prediction model. Your team indicates they need an algorithm that is fast and requires low memory and low processing power. Assuming the following algorithms have similar accuracy on your data, which is most likely to be an ideal choice for the job?

A. Deep learning neural network

B. Random forest

C. Support-vector machine

D. Ridge regression

Discussion 0

Correct Answer: D Vote an answer

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

Question #42

You train a neural network model with two layers, each layer having four nodes, and realize that the model is underfit. Which of the actions below will NOT work to fix this underfitting?

A. Train the model for more epochs

B. Add features to training data

C. Get more training data

D. Increase the complexity of the model

Discussion 0

Correct Answer: C Vote an answer

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

Question #43

Which of the following is the primary purpose of hyperparameter optimization?

A. Controls the learning process of a given algorithm

B. Improves model interpretability

C. Makes models easier to explain to business stakeholders

D. Increases recall over precision

Discussion 0

Correct Answer: A Vote an answer

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

Question #44

An AI practitioner incorporates risk considerations into a deployment plan and decides to log and store historical predictions for potential, future access requests.
Which ethical principle is this an example of?

A. Fairness

B. Privacy

C. Safety

D. Transparency

Discussion 0

Correct Answer: D Vote an answer

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

Question #45

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. Change in normalization function in the feature engineering step.

C. Add a new method for drift detection in the model evaluation step.

D. Add a new pipeline for retraining the model in the model training step.

Discussion 0

Correct Answer: B Vote an answer

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

Question #46

Which of the following is a privacy-focused law that an AI practitioner should adhere to while designing and adapting an AI system that utilizes personal data?

A. General Data Protection Regulation (GDPR)

B. Sarbanes Oxley (SOX)

C. PCIDSS

D. ISO/IEC 27001

Discussion 0

Correct Answer: A Vote an answer

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

Question #47

An organization sells house security cameras and has asked their data scientists to implement a model to detect human feces, as distinguished from animals, so they can alert th customers only when a human gets close to their house.
Which of the following algorithms is an appropriate option with a correct reason?

A. k-means, because this is a clustering problem with a small number of features.

B. A decision tree algorithm, because the problem is a classification problem with a small number of features.

C. Logistic regression, because this is a classification problem and our data is linearly separable.

D. Neural network model, because this is a classification problem with a large number of features.

Discussion 0

Correct Answer: D Vote an answer

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

Question #48

Which of the following equations best represent an LI norm?

A. |x|^2+|y|^2

B. |x| + |y|

C. |x|+|y|^2

D. |x|-|y|

Discussion 0

Correct Answer: B Vote an answer

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

Question #49

Workflow design patterns for the machine learning pipelines:

A. Seek to simplify the management of machine learning features.

B. Aim to explain how the machine learning model works.

C. Separate inputs from features.

D. Represent a pipeline with directed acyclic graph (DAG).

Discussion 0

Correct Answer: D Vote an answer

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

Question #50

Which database is designed to better anticipate and avoid risks of AI systems causing safety, fairness, or other ethical problems?

A. Code Repository

B. Incident

C. Configuration Management

D. Asset

Discussion 0

Correct Answer: B Vote an answer

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

Download Free CertNexus AIP-210 Demo

Simply submit your e-mail address below to get started with our free demo of your CertNexus AIP-210 exam.