Updated Sep-2026 Exam Engine for CAIC Exam Free Demo & 365 Day Updates [Q34-Q56]

Posted On September 6, 2026

Updated Sep-2026 Exam Engine for CAIC Exam Free Demo & 365 Day Updates

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QUESTION 34
Choose the CORRECT example of Supervised Learning.

Driverless car

House price prediction

ChatGPT

All of the above

None of the above

QUESTION 35
Which of the following is the CORRECT basic brain components?

Neocortex

Limbic

Midbrain

Brainstem

All of the above

QUESTION 36
Which of the following is a CORRECT NLP task?

Tokenization

Part-of-Speech PoS tagging

Question Answering QA

a and b only

a, b and c only

QUESTION 37
If humans are unlabeling the data and the machine is correctly labeling current or future data points, it’s
______.

supervised learning

unsupervised learning

reinforcement learning

semi-reinforcement learning

semi-supervised learning

QUESTION 38
Which of the following is the CORRECT first step in the Machine Learning lifecycle?

Data understanding

Business understanding

Algorithm use understanding

a and b only

All of the above

QUESTION 39
Choose the CORRECT statement for ChatGPT.

ChatGPT can maintain the memory of the previous context.

ChatGPT can maintain the memory of the previous context depending upon the algorithm.

ChatGPT can maintain the memory of the previous context as per the TPU used.

All of the above

None of the above

QUESTION 40
Which of the following statement is CORRECT for RNN?

One prominent drawback of RNNs is that they cannot remember more than a few time steps.

RNN lacks long-term memory.

Long Short-Term Memory LSTM networks are an extension of RNNs that encapsulate long-term memory.

a and b only

a, b and c only

QUESTION 41
Which of the following is not a CORRECT common unsupervised learning model/algorithm?

K-means clustering

Principal component analysis PCA

K-nearest neighbors KNNs

a and b only

a and c only

QUESTION 42
Which of the following is a CORRECT statement for DevOps architect?

DevOps is a collaborative approach that bridges the gap between development and operations teams, enabling them to work together seamlessly.

The key responsibilities of a DevOps architect are to establish and optimize continuous integration and continuous deployment CI/CD pipelines.

DevOps focuses on creating intelligent systems that possess human-like cognitive abilities and can perform a wide range of tasks across multiple domains.

a and b only

a, b and c only

QUESTION 43
Which of the following is the CORRECT key areas as ethical principles?

Respect for human autonomy

Prevention of harm

Explicability

a and c only

a, b and c only

QUESTION 44
What is the main advantage of using deep learning over traditional machine learning?

Works only with structured data

None of the above

Better performance with large datasets

Requires less computational power

Reduced need for data

QUESTION 45
Supervised learning is a type of machine learning where the algorithm learns from a ______.

labeled dataset

unlabeled dataset

explained dataset

a and b only

a and c only

QUESTION 46
Select the most CORRECT statement.

Dimensionality reduction is the process of reducing the number of random variables considered.

Dimensionality reduction is the process of reducing the number of targetted variables considered.

To reduce the dimensionality of huge datasets, a technique known as PCA is used.

a and c only

b and c only

QUESTION 47
What type of learning is used when a model is trained with labeled data?

Unsupervised Learning

Supervised Learning

Reinforcement Learning

Semi-supervised Learning

Support Vector

QUESTION 48
An AI agent learns to play a game by taking actions, receiving rewards for good moves, and penalties for poor moves. Over time, it improves its strategy to maximize total reward. This is an example of ______.

supervised learning

unsupervised learning

reinforcement learning

semi-supervised learning

regression learning

QUESTION 49
Choose the CORRECT statement for Naive Bayes classifier.

This algorithm naively considers every feature in the dataset as its own independent variable.

This algorithm naively considers unique features in the dataset as its own independent variable.

It’s commonly used for binary values such as trying to decipher whether or not something is spam.

a and c only

a, b and c only

QUESTION 50
Which of the following is a CORRECT statement for the Data and AI Analytics Business Model Maturity Index?

It provides a roadmap for organizations to become more effective at leveraging data and analytics to power their business and operational models.

It provides a benchmark against which organizations can measure their data and analytics progress and effectiveness.

It helps organization to focus on ROI and team.

a and b only

a, b and c only

QUESTION 51
Choose the CORRECT reasons. We want to study AI to automate things, because

It deals with huge and insurmountable amounts of data. The human brain can’t keep track of so much data.

We live in a world where data originates from multiple sources simultaneously. The data is unorganized and chaotic.

We live in a world where knowledge derived from this data must be updated constantly because the data itself keeps changing.

The sensing and actuation must happen in real time with high precision.

All of the above

QUESTION 52
Which of the following is MLOps?

Workflow automation

Continuous integration

Continuous deployment

a and b only

a, b and c only

QUESTION 53
Which type of AI mimics the human brain by building networks of artificial neurons?

Fuzzy Logic

Genetic Algorithms

Neural Networks

Expert Systems

None of the above

QUESTION 54
Which of the following is NOT CORRECT for the Elbow method?

The Elbow method is used to determine the number of clusters to be formed.

In K-means clustering, the ideal number of clusters is established using the elbow method.

The elbow method is a heuristic used in cluster analysis to estimate the number of clusters present in a dataset.

All of the above

None of the above

QUESTION 55
Choose the CORRECT statement to use AI for product ideation.

AI-fueled product data can uncover what features and attributes your competitors are already providing to consumers.

AI can be used to generate new product ideas.

AI can generate many potential product ideas in a short time, to take the right decision.

a and b only

a, b and c only

QUESTION 56
Unsupervised learning is a type of machine learning where the algorithm learns from a ______.

labeled dataset

Unlabeled dataset

explained dataset

a and b only

a and c only

USAII CAIC Exam Syllabus Topics:

Topic	Details
Topic 1	AI Essentials for Business Leaders: Covers foundational AI and ML concepts, terminology, and frameworks that business leaders need to make informed strategic decisions.
Topic 2	AI Across Industries and Domains: Examines real-world AI applications and use cases across sectors such as healthcare, finance, retail, and manufacturing.
Topic 3	Solution Architecture: From Concept to Implementation: Guides the design and deployment of end-to-end AI solutions, from problem framing and model selection to integration and scaling.
Topic 4	NLP for Business: Transforming Data into Decisions: Covers natural language processing tools and techniques used to extract meaning from text and speech data for business decision-making.
Topic 5	The Economics of Data and AI: Examines the business value, cost considerations, ROI measurement, and economic models surrounding data assets and AI investments.
Topic 6	Responsible AI: Ethics, Fairness, and Regulation: Addresses ethical principles, bias mitigation, transparency, and compliance frameworks governing the responsible deployment of AI systems.
Topic 7	ML for Transforming Operations and Strategy: Explores how machine learning techniques can be applied to optimize business operations, automate processes, and drive competitive strategy.