CPMAI Exam Questions
110 real CPMAI exam questions with expert-verified answers and explanations. Page 2 of 3.
- Question #51Define AI Project Strategy
You have just joined a team and they are working on a new project. The project lead isn't sure what type of technology should be used on this project - AI or a traditional software...
AI project criteriaproject feasibilitycognitive technologyAI vs traditional software - Question #52Execute AI Project Delivery
Senior management has tasked your group to analyze a data set to uncover insights into the dat
data miningdata analyticsexploratory analysisinsight generation - Question #53Execute AI Project Delivery
Enhancing and cleaning data is an important action during which phase of CPMAI?
data preparationCPMAI phasesdata cleaningdata enhancement - Question #54Define AI Project Strategy
An organization is to undertake a multi-pattern AI project. They want to build a robot that is able to roam the halls as well as converse with employees and answer basic questions....
multi-pattern AIhybrid project managementCPMAI methodologyAI patterns - Question #55Define AI Project Strategy
Your team is trying to determine which pattern best fits their AI problem. To do this the project team is running through the seven patterns of AI to figure out what pattern best a...
AI patternspattern selectionproblem framingseven patterns of AI - Question #56Execute AI Project Delivery
You're working with a small inexperienced team on a new ML project. Choosing the best algorithm with the best settings given the training and test data is proving to be very hard f...
AutoMLalgorithm selectioncitizen data scientistresource constraints - Question #57Execute AI Project Delivery
An inexperienced team is training a neural network model on a desktop computer and this is taking a significant amount of time. What would you recommend to them to speed up model t...
GPU trainingneural networksmodel trainingcompute infrastructure - Question #58Apply Agile and Ethical AI Practices
In the case that an algorithm you want to use isn't algorithmically explainable, AI systems should try to do the following:
explainable AIinterpretabilitytrustworthy AIalgorithmic transparency - Question #59Monitor and Control AI Project Performance
A team is retraining a model and creating a new version of that model. What's the most important thing for the team to have in place before doing this?
model governancemodel retrainingmodel versioningMLOps - Question #60Execute AI Project Delivery
You're working with petabytes of data and need to make this dataset more manageable. To do this, you want to reduce the number of variables under consideration. What is the name fo...
dimensionality reductionfeature engineeringbig data managementvariable selection - Question #61Execute AI Project Delivery
The team is evaluating where the sources of the data for training are. What phase of CPMAI are they in?
CPMAI phasesdata discoverytraining data sourcesproject lifecycle - Question #62Execute AI Project Delivery
Your team is running a simulation-based optimization exercise to increase routing efficiency. Learning for this exercise is done through "trial and error". Which type of machine le...
reinforcement learningmachine learning typessimulation optimizationtrial and error - Question #63Apply Agile and Ethical AI Practices
An IT services company is integrating an AI solution to automate its customer service functions. The integration team is facing resistance from the customer's employees. Which acti...
change managementstakeholder resistancephased rolloutrisk management - Question #64Define AI Project Strategy
During the initial phase of an AI project, the team is assessing project success criteria. The project manager discovers that the project may be violating some compliance rules. Wh...
compliancedata regulationsproject initiationrisk identification - Question #65Monitor and Control AI Project Performance
Your team is working on an NLP model and has just operationalized the first model. Your team makes updates to the model, overwrites the original model, and puts this new model into...
model versioningMLOpsmodel managementNLP - Question #66Execute AI Project Delivery
Enhancing and cleaning data is an important action during which phase of CPMAI?
CPMAI phasesdata cleaningdata preparationproject lifecycle - Question #67Execute AI Project Delivery
Your team is ready to operationalize the model they have been working on. It's a model that is meant to be used on an "edge device", specifically a mobile phone and the user may so...
edge deploymentmodel operationalizationoffline inferencemobile AI - Question #68Define AI Project Strategy
For AI projects the code and systems don't matter as much as the dat
data collectionbig dataAI fundamentalsdata strategy - Question #69Define AI Project Strategy
Using machine learning and other cognitive approaches to understand how to take past/existing behavior and predict future outcomes or help humans make decisions about future outcom...
predictive analyticsdecision supportAI patternsmachine learning - Question #70Apply Agile and Ethical AI Practices
As an organization building an AI solution for your current customers based in NYC, but with possible plans for future expansion, how should you handle worldwide AI laws and regula...
AI regulationsdata privacyglobal compliancelegal frameworks - Question #71Apply Agile and Ethical AI Practices
Your team is starting a new facial recognition project and you want to ensure that the project is being done with Trustworthy AI in mind. At what phase of CPMAI would Trustworthy A...
trustworthy AICPMAI phasesethical AIresponsible AI - Question #72Execute AI Project Delivery
You recently completed an image recognition project at your company that was focused on identifying different types of cars. You have now been assigned a new image recognition proj...
transfer learningimage recognitionmodel reusedeep learning - Question #73Execute AI Project Delivery
You're working with an inexperienced team and this is all their first AI project. You're trying to work on a supervised learning binary classification problem to determine if email...
algorithm selectionnaive bayessupervised learningbinary classification - Question #74Define AI Project Strategy
Your team is working on an AI system to provide a more personalized experience for customers on your website. What should the team do in regard to determining the pattern of AI wit...
AI patternsROIbusiness objectivesproject strategy - Question #75Execute AI Project Delivery
Clean, well-labeled datasets used for machine learning are partitioned into three subsets: Training sets, Validation sets, and Test sets. As your team is doing this, what's the bes...
data splittingrandom subsamplingtraining setvalidation set - Question #76Apply Agile and Ethical AI Practices
A project team is tasked with ensuring all AI-related decisions and actions are documented comprehensively for future auditing purposes. They need to track the reasons for specific...
transparencyaudit trailAI governancedocumentation - Question #77Monitor and Control AI Project Performance
A healthcare project manager is evaluating whether to implement an AI-powered diagnostic tool. The initial cost is US$500,000 with an expected return on investment (ROI) of 15% wit...
ROI optimizationKPI monitoringAI performancestakeholder management - Question #78Monitor and Control AI Project Performance
A project manager is reviewing the performance of an AI model used for predictive analytics in sales. The model's accuracy is within acceptable limits; however, its precision is lo...
model precisionclass imbalancepredictive analyticsmodel evaluation - Question #79Monitor and Control AI Project Performance
A telecommunications company is adopting an AI-based customer service chatbot. They are concerned about potential quality issues affecting customer satisfaction. What should the pr...
quality assuranceQA planningchatbot qualitycustomer service AI - Question #80Define AI Project Strategy
A hospital wants to develop a medical records system with the primary goal of minimizing or eliminating paper records. They have identified where the cognitive AI solution will be...
CPMAI phasesproject ROIphase transitionbusiness objectives - Question #81Define AI Project Strategy
You have been brought on to manage a recognition project, specifically an image recognition project, for an Autonomous Retail application. You know that you need to make sure you h...
data inventoryimage recognitiondata strategydata acquisition - Question #82Apply Agile and Ethical AI Practices
You're creating an AI-enabled chatbot that is going to access user data. What areas related to data governance do you need to make sure you're addressing? (Select all that apply.)
data governanceprivacy riskssecurity riskschatbot - Question #83Define AI Project Strategy
Use cognitive technologies/AI when you can't code the rules or you can't scale easily with people or automation. As a good rule of thumb when deciding if AI is right for the projec...
AI applicabilityprobabilistic patternsdeterministic patternstechnology selection - Question #84Execute AI Project Delivery
Your team is tasked with selecting an algorithm for a supervised learning classification project. Which algorithm might you choose?
supervised learningclassificationalgorithm selectionK-nearest neighbor - Question #85Define AI Project Strategy
When looking to implement AI to help break the Digital Transformation logjam, it's important to:
digital transformationAI cultureorganizational readinesschange management - Question #86Define AI Project Strategy
You just joined a new company and they want to start their first AI project. Senior management thinks the best approach is to just buy AI from a vendor. You know that AI is somethi...
stakeholder managementAI strategyvendor vs buildorganizational change - Question #87Define AI Project Strategy
Your team is planning an AI-enabled chatbot project to help reduce call center load. They are currently determining if the project can get off the ground and working through the AI...
CPMAI phasesfeasibilityGo/No Goproject initiation - Question #88Monitor and Control AI Project Performance
Your organization wants to keep an eye on AI systems for Governance purposes. What are the most crucial things to consider? (Select all that apply.)
AI governanceKPIssystem monitoringaccountability - Question #89Define AI Project Strategy
Leadership wants a new HR system built that will better handle potential candidate matching. The project manager assigned to this project believes that the project is well-suited f...
AI patternspattern identificationdata strategyHR AI - Question #90Apply Agile and Ethical AI Practices
Your team is working on a new loan decision model that takes a number of factors and data points into consideration and then automatically approves or denies a loan. After a month...
algorithmic biasfairnessdata biasAI ethics - Question #91Define AI Project Strategy
Your team has been asked to summarize and highlight patterns in historical purchasing data, identifying prior performance metrics and patterns. What type of analytics is most appro...
descriptive analyticsanalytics typeshistorical datapattern recognition - Question #92Execute AI Project Delivery
You are working on the data engineering pipeline for the AI project and you want to make sure to address the creation of pipelines to deal with model iteration. What part of the pi...
data pipelineretraining pipelinesmodel iterationMLOps - Question #93Execute AI Project Delivery
In order for Supervised Learning approaches to work, they must be fed clean, well-labeled data that the system can use to learn from examples. But how do you get Labeled Data? As a...
data labelingsupervised learningdata acquisitioncrowdsourcing - Question #94Execute AI Project Delivery
You're running an image recognition project and realize that you do not have enough data of a certain type of vehicle. What is the best course of action to get the additional label...
data augmentationimage recognitiondata transformationlabeled data - Question #95Execute AI Project Delivery
You are working on the data engineering pipeline for the AI project and you want to make sure to address the creation of pipelines to deal with model iteration. What part of the pi...
retraining pipelinesdata pipelinemodel iterationMLOps - Question #96Execute AI Project Delivery
Your team is running a forecasting project and wants to use previous user data to better predict future outcomes. However your team doesn't have access to all the data it needs. Wh...
data accessproject planningforecastingrisk management - Question #97Define AI Project Strategy
As the project manager, you are leading a brainstorming session with key stakeholders around a new Hyperpersonalization project. What's a key feature for this project that should h...
hyperpersonalizationadaptive systemsuser profilingAI strategy - Question #98Execute AI Project Delivery
The team is working to build a data preparation pipeline for the conversational chatbot project. Which phase of CPMAI is this done?
CPMAI phasesdata preparationchatbotpipeline - Question #99Execute AI Project Delivery
An IT services company is working on a project to develop an AI-based customer support system. During data preparation, the project manager needs to clean and transform customer in...
data cleaningmissing datadata preparationdata quality - Question #100Execute AI Project Delivery
An aerospace firm is developing an AI system for predictive maintenance of their aircraft. The project team needs to define the required data to train the model. Which activity sho...
data collection strategypredictive maintenancetraining dataaerospace AI