Alexander Wilson Alexander Wilson
About me
Latest CT-AI Exam Experience - CT-AI Lead2pass
Our CT-AI practice questions are specialized in providing our customers with the most reliable and accurate exam guide and help them pass their exams by achieve their satisfied scores. With our CT-AI study materials, your exam will be a piece of cake. We have a lasting and sustainable cooperation with customers who are willing to purchase our actual exam. We try our best to renovate and update our CT-AI learning guide in order to help you fill the knowledge gap during your learning process, thus increasing your confidence and success rate.
The 24/7 support system is available for our customers so that they can message us anytime. We will solve all of their queries or assist them in everything as soon as possible. Free demos and up to 365 days of free updates are also available at PDFTorrent. Buy the ISTQB CT-AI Exam Dumps now and achieve your destination with us!!
>> Latest CT-AI Exam Experience <<
CT-AI Lead2pass & CT-AI Valid Test Fee
We aim to provide our candidates with real ISTQB vce dumps and learning materials to help you pass real exam with less time and money. Our valid CT-AI top questions are written by our IT experts who are specialized in CT-AI Study Guide for many years and check the updating of CT-AI vce files everyday to make sure the best preparation material for you.
ISTQB Certified Tester AI Testing Exam Sample Questions (Q21-Q26):
NEW QUESTION # 21
Max. Score: 2
Al-enabled medical devices are used nowadays for automating certain parts of the medical diagnostic processes. Since these are life-critical process the relevant authorities are considenng bringing about suitable certifications for these Al enabled medical devices. This certification may involve several facets of Al testing (I - V).
I.Autonomy
II.Maintainability
III.Safety
IV.Transparency
V.Side Effects
Which ONE of the following options contains the three MOST required aspects to be satisfied for the above scenario of certification of Al enabled medical devices?
SELECT ONE OPTION
- A. Aspects I, II, and III
- B. Aspects I, IV, and V
- C. Aspects II, III and IV
- D. Aspects III, IV, and V
Answer: D
Explanation:
For AI-enabled medical devices, the most required aspects for certification are safety, transparency, and side effects. Here's why:
* Safety (Aspect III): Critical for ensuring that the AI system does not cause harm to patients.
* Transparency (Aspect IV): Important for understanding and verifying the decisions made by the AI system.
* Side Effects (Aspect V): Necessary to identify and mitigate any unintended consequences of the AI system.
Why Not Other Options:
* Autonomy and Maintainability (Aspects I and II): While important, they are secondary to the immediate concerns of safety, transparency, and managing side effects in life-critical processes.
References:This explanation is aligned with the critical quality characteristics for AI-based systems as mentioned in the ISTQB CT-AI syllabus, focusing on the certification of medical devices.
NEW QUESTION # 22
Which of the following is an example of a clustering problem that can be resolved by unsupervised learning?
- A. Associating shoppers with their shopping tendencies
- B. Grouping individual fish together based on their types of fins
- C. Classifying muffin purchases based on the perceived attractiveness of their packaging
- D. Estimating the expected purchase of cat food after a particularly successful ad campaign
Answer: A
Explanation:
Clustering is a form ofunsupervised learning, which groups data points based onsimilarities without predefined labels. According toISTQB CT-AI Syllabus, clustering is used in scenarios where:
* The objective is to find natural groupings in data.
* The dataset does not have labeled outputs.
* Patterns and structures need to be identified automatically.
Analyzing the answer choices:
* A. Associating shoppers with their shopping tendencies # Correct
* Shoppers can be grouped based on purchasing behaviors(e.g., luxury shoppers vs. budget- conscious shoppers), which is a typical clustering application in market segmentation.
* B. Grouping individual fish together based on their types of fins # Incorrect
* If thetypes of fins are labeled, it becomes aclassification problem, which requires supervised learning.
* C. Classifying muffin purchases based on packaging attractiveness # Incorrect
* Classification, not clustering, because attractiveness scores or labels must be predefined.
* D. Estimating the expected purchase of cat food after an ad campaign # Incorrect
* This is a prediction task, best suited forregression models, which are part of supervised learning.
Thus,Option A is the best answer, asclusteringis used togroup shoppers based on tendencies without predefined labels.
Certified Tester AI Testing Study Guide References:
* ISTQB CT-AI Syllabus v1.0, Section 3.1.2 (Unsupervised Learning - Clustering and Association)
* ISTQB CT-AI Syllabus v1.0, Section 3.3 (Selecting a Form of ML - Clustering).
NEW QUESTION # 23
A software component uses machine learning to recognize the digits from a scan of handwritten numbers. In the scenario above, which type of Machine Learning (ML) is this an example of?
SELECT ONE OPTION
- A. Reinforcement learning
- B. Classification
- C. Regression
- D. Clustering
Answer: B
Explanation:
Recognizing digits from a scan of handwritten numbers using machine learning is an example of classification. Here's a breakdown:
Classification: This type of machine learning involves categorizing input data into predefined classes. In this scenario, the input data (handwritten digits) are classified into one of the 10 digit classes (0-9).
Why Not Other Options:
Reinforcement Learning: This involves learning by interacting with an environment to achieve a goal, which does not fit the problem of recognizing digits.
Regression: This is used for predicting continuous values, not discrete categories like digit recognition.
Clustering: This involves grouping similar data points together without predefined classes, which is not the case here.
NEW QUESTION # 24
A ML engineer is trying to determine the correctness of the new open-source implementation *X", of a supervised regression algorithm implementation. R-Square is one of the functional performance metrics used to determine the quality of the model.
Which ONE of the following would be an APPROPRIATE strategy to achieve this goal?
SELECT ONE OPTION
- A. Train various models by changing the order of input features and verify that the R-Square score of these models vary significantly.
- B. Add 10% of the rows randomly and create another model and compare the R-Square scores of both the model.
- C. Drop 10% of the rows randomly and create another model and compare the R-Square scores of both the models.
- D. Compare the R-Square score of the model obtained using two different implementations that utilize two different programming languages while using the same algorithm and the same training and testing data.
Answer: D
Explanation:
* A. Add 10% of the rows randomly and create another model and compare the R-Square scores of both the models.
* Adding more data to the training set can affect the R-Square score, but it does not directly verify the correctness of the implementation.
* B. Train various models by changing the order of input features and verify that the R-Square score of these models vary significantly.
* Changing the order of input features should not significantly affect the R-Square score if the implementation is correct, but this approach is more about testing model robustness rather than correctness of the implementation.
* C. Compare the R-Square score of the model obtained using two different implementations that utilize two different programming languages while using the same algorithm and the same training and testing data.
* This approach directly compares the performance of two implementations of the same algorithm.
If both implementations produce similar R-Square scores on the same training and testing data, it suggests that the new implementation "X" is correct.
* D. Drop 10% of the rows randomly and create another model and compare the R-Square scores of both the models.
* Dropping data can lead to variations in the R-Square score but does not directly verify the correctness of the implementation.
Therefore, optionCis the most appropriate strategy because it directly compares the performance of the new implementation "X" with another implementation using the same algorithm and datasets, which helps in verifying the correctness of the implementation.
NEW QUESTION # 25
A startup company has implemented a new facial recognition system for a banking application for mobile devices. The application is intended to learn at run-time on the device to determine if the user should be granted access. It also sends feedback over the Internet to the application developers. The application deployment resulted in continuous restarts of the mobile devices.
Which of the following is the most likely cause of the failure?
- A. The training, processing, and diagnostic generation are too computationally intensive for the mobile device hardware to handle.
- B. Mobile operating systems cannot process machine learning algorithms.
- C. The size of the application is consuming too much of the phone's storage capacity.
- D. The feedback requires a physical connection and cannot be sent over the Internet.
Answer: A
Explanation:
Facial recognition applications involvecomplex computational tasks, including:
* Feature Extraction- Identifying unique facial landmarks.
* Model Training and Updates- Continuous learning and adaptation of user data.
* Image Processing- Handling real-time image recognition under various lighting and angles.
In this scenario, themobile device is experiencing continuous restarts, which suggestsa resource overloadcaused by excessive processing demands.
* Mobile devices have limited computational power.
* Unlike servers, mobile devices lack powerful GPUs/TPUs required for deep learning models.
* On-device learning is computationally expensive.
* The model is likely performingreal-time learning, which can overwhelm the CPU and RAM.
* Continuous feedback transmission may cause overheating.
* If the system is running multiple processes-training, inference, and network communication-it can overload system resources and cause crashes.
* (A) The feedback requires a physical connection and cannot be sent over the Internet.#(Incorrect)
* Feedback transmission over the internet is common for cloud-based AI services.This is not the cause of the issue.
* (B) Mobile operating systems cannot process machine learning algorithms.#(Incorrect)
* Many mobile applications use ML models efficiently. The problem here is thehigh computational intensity, not the OS's ability to run ML algorithms.
* (C) The size of the application is consuming too much of the phone's storage capacity.#(Incorrect)
* Storage issues typically result in installation failures or lag,not device restarts.The issue here isprocessing overload, not storage space.
* AI-based applications require significant computational power."The computational intensity of AI- based applications can pose a challenge when deployed on resource-limited devices."
* Edge devices may struggle with processing complex ML workloads."Deploying AI models on mobile or edge devices requires optimization, as these devices have limited processing capabilities compared to cloud environments." Why is Option D Correct?Why Other Options are Incorrect?References from ISTQB Certified Tester AI Testing Study GuideThus,option D is the correct answer, as thecomputational demands of the facial recognition system are too high for the mobile hardware to handle, causing continuous restarts.
NEW QUESTION # 26
......
In order to ensure the quality of CT-AI actual exam, we have made a lot of efforts. Our company spent a great deal of money on hiring hundreds of experts and they formed a team to write the work. The qualifications of these experts are very high. They have rich knowledge and rich experience on CT-AI study guide. These experts spent a lot of time before the CT-AI Study Materials officially met with everyone. And we have made scientific arrangements for the content of the CT-AI actual exam. You will be able to pass the CT-AI exam with our excellent CT-AI exam questions.
CT-AI Lead2pass: https://www.pdftorrent.com/CT-AI-exam-prep-dumps.html
ISTQB Latest CT-AI Exam Experience The best is you can get more chances of promotion and build your confidence to compete with other elites in your work environment, If you purchased the wrong exam code of CT-AI Lead2pass - Certified Tester AI Testing Exam test questions and dumps we can replace the right for you free of charge, We provide a clear and superior solution for each candidate who will attend the CT-AI actual test.
This prevents a malicious or misconfigured end system from creating routing problems CT-AI Valid Test Fee for the routers, Lisa: Being part of a team for more than eight years that created a highly valuable product for our company and our customers.
Pass Guaranteed Quiz 2025 Pass-Sure ISTQB CT-AI: Latest Certified Tester AI Testing Exam Exam Experience
The best is you can get more chances of promotion CT-AI Lead2pass and build your confidence to compete with other elites in your work environment, If you purchased the wrong exam code of CT-AI Certified Tester AI Testing Exam test questions and dumps we can replace the right for you free of charge.
We provide a clear and superior solution for each candidate who will attend the CT-AI actual test, As IT elites you may know CT-AI is significant certification.
All are orderly arranged in our CT-AI practice materials.
- CT-AI Latest Exam Materials
CT-AI Latest Exam Materials
CT-AI Latest Test Materials
Open โ www.examcollectionpass.com ๐ ฐ and search for
CT-AI
to download exam materials for free
CT-AI Free Braindumps
- New CT-AI Test Papers
CT-AI Exam Discount Voucher
CT-AI Latest Test Fee
Simply search for { CT-AI } for free download on
www.pdfvce.com
CT-AI Reliable Practice Questions
- CT-AI Latest Test Fee
CT-AI Reliable Practice Questions
CT-AI Exam Reviews
Search for โท CT-AI โ and download exam materials for free through ใ www.pass4test.com ใ
New CT-AI Exam Objectives
- CT-AI study vce - CT-AI latest torrent - CT-AI download vce
Open website ใ www.pdfvce.com ใ and search for โ CT-AI โ for free download
CT-AI Latest Test Fee
- ISTQB CT-AI Questions - Try Our Real CT-AI Dumps [2025]
Open website โฅ www.lead1pass.com ๐ก and search for โท CT-AI โ for free download
CT-AI Latest Test Materials
- CT-AI Reliable Practice Questions
CT-AI Latest Test Materials
Reliable CT-AI Test Labs
Search for
CT-AI
and download it for free immediately on โ www.pdfvce.com ๐ ฐ
Test CT-AI Quiz
- Experience Important Features with www.passtestking.com CT-AI Exam Questions
Immediately open โ www.passtestking.com ๐ ฐ and search for โฝ CT-AI ๐ขช to obtain a free download
CT-AI Test Free
- CT-AI Quiz
CT-AI Exam Discount Voucher
CT-AI Reliable Practice Questions
Simply search for โท CT-AI โ for free download on
www.pdfvce.com
CT-AI Reliable Test Dumps
- Latest CT-AI Exam Experience - ISTQB CT-AI Lead2pass: Certified Tester AI Testing Exam Exam Pass Once Try
Immediately open โ www.examsreviews.com โ and search for โฅ CT-AI ๐ก to obtain a free download
CT-AI Test Free
- CT-AI Reliable Test Dumps
CT-AI Latest Exam Materials
CT-AI Test Free
Immediately open โ www.pdfvce.com โ and search for ใ CT-AI ใ to obtain a free download
CT-AI Sample Exam
- 100% Pass Quiz Trustable CT-AI - Latest Certified Tester AI Testing Exam Exam Experience
โ www.itcerttest.com ๐ ฐ is best website to obtain
CT-AI ๏ธ
for free download
CT-AI Latest Test Fee
- CT-AI Exam Questions
- educatorsempowerment.com internship.cynarissolutions.com devadigitalexpert.online zeno.co.tz elearning.innovaxcess.com lms.itassistancebd.com learningskill.site www.naturalorigins.co.za fxsensei.top pepulsemed.com
0
Course Enrolled
0
Course Completed