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Guide for Certified Artificial Intelligence Professional (CAIP)

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Quiz

1/10
Data Preprocessing Techniques
Which of the following is a primary goal of data preprocessing techniques such as normalization and standardization?
Select the answer
1 correct answer
A.
Reducing errors during data extraction
B.
Ensuring that data features have a comparable scale
C.
Increasing the size of the dataset
D.
Eliminating all missing values completely

Quiz

2/10
Machine Learning Algorithms
Which machine learning algorithm uses a hyperplane to separate classes and is widely used for classification tasks?
Select the answer
1 correct answer
A.
Decision Trees
B.
Support Vector Machines
C.
K-Nearest Neighbors
D.
Naive Bayes

Quiz

3/10
Model Evaluation and Validation
Which of the following is a common technique used for model evaluation and validation to ensure a model generalizes well on unseen data?
Select the answer
1 correct answer
A.
Holdout validation
B.
Cross-validation
C.
Bootstrapping
D.
All of the above

Quiz

4/10
Deep Learning Concepts
Which deep learning architecture is most suitable for processing sequential data such as text or time series, and why?
Select the answer
1 correct answer
A.
Convolutional Neural Networks, as they primarily handle spatial data
B.
Recurrent Neural Networks, as they retain information over sequences
C.
Autoencoders, as they are used mainly for data compression
D.
Generative Adversarial Networks, as they are designed for generating data

Quiz

5/10
Fundamentals of Artificial Intelligence
Which of the following best describes the primary objective of artificial intelligence?
Select the answer
1 correct answer
A.
To design systems capable of performing tasks that normally require human intelligence
B.
To create machines that simply mimic human physical characteristics
C.
To enhance computational speed and database management
D.
To develop computers that function without human intervention in all areas

Quiz

6/10
Data Mining Techniques
Which algorithm is most commonly used for data clustering in data mining projects?
Select the answer
1 correct answer
A.
K-means
B.
Decision Trees
C.
Apriori
D.
Random Forest

Quiz

7/10
AI Ethics and Governance
Which principle is essential to ensure fairness in AI decision-making processes?
Select the answer
1 correct answer
A.
Transparency
B.
Accountability
C.
Non-discrimination
D.
Efficiency

Quiz

8/10
Predictive Analytics
Which predictive analytics method is most suitable for forecasting trends from time-series data?
Select the answer
1 correct answer
A.
Regression analysis
B.
Time series decomposition
C.
Clustering
D.
Association rules

Quiz

9/10
Computer Vision Basics
What is the primary objective of Computer Vision?
Select the answer
1 correct answer
A.
To enable computers to interpret and analyze visual data
B.
To improve computational speed for arithmetic operations
C.
To design hardware components for graphic processing
D.
To develop textual data processing algorithms

Quiz

10/10
Natural Language Processing (NLP)
What is tokenization in Natural Language Processing (NLP)?
Select the answer
1 correct answer
A.
It is the process of breaking text into individual words or sentences.
B.
It is the process of removing punctuation from text.
C.
It is the process of combining words into meaningful phrases.
D.
It is the process of analyzing the sentiment of the text.
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  • Quiz name:Certified Artificial Intelligence Professional (CAIP)
  • Total number of questions:526
  • Number of questions for the test:50
  • Pass score:80%

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