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NEW QUESTION # 50
Your team is working on an image recognition project, have collected the appropriate data for the project, and have picked a neural network algorithm. They are now ready to train their model.
In which phase of CPMAI is this done?
- A. Phase II
- B. Phase I
- C. Phase IV
- D. Phase VI
- E. Phase V
- F. Phase III
Answer: C
NEW QUESTION # 51
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 learning approach is being leveraged for this exercise?
- A. Unsupervised Learning
- B. All would work equally well
- C. Reinforcement Learning
- D. Supervised Learning
Answer: C
NEW QUESTION # 52
An AI project team has completed an AI go/no-go assessment. They have discovered several technology and data factors to be insufficient.
Which action should occur?
- A. Verify data quality and stakeholder alignment
- B. Focus solely on technology upgrades, not data
- C. Proceed with development despite data issues
- D. Launch the AI project without further assessment
Answer: A
NEW QUESTION # 53
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 outcomes using insight learned from past behavior/interactions/data is a core part to which pattern(s) of AI?
- A. Recognition Pattern
- B. Predictive Analytics & Decision Support
- C. Predictive Analytics & Decision Support and Patterns and Anomalies
- D. Goal Driven Systems
Answer: B
NEW QUESTION # 54
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 operation. However, one of the teams using the model has seen a decrease in performance and is asking to use the original model.
What critical error did your team make?
- A. They did not practice model iteration and properly iterate on the model
- B. They did not have a model retraining pipeline that took into account models
- C. They did not practice model versioning and keep all versions of the model
- D. They did not have data governance in place
Answer: C
NEW QUESTION # 55
The team is evaluating where the sources of the data for training are. What phase of CPMAI are they in?
- A. Phase II
- B. Phase IV
- C. Phase I
- D. Phase VI
- E. Phase V
- F. Phase III
Answer: A
NEW QUESTION # 56
Recently your company has been getting a large number of spam emails and some employees have been clicking on these suspicious emails causing a headache for IT. The head of IT wants to create a more robust spam filter and your team has been tasked with this project. What type of algorithm would you select for this problem?
- A. Regression
- B. Binary (or Binomial) Classification
- C. Clustering
- D. Multiclass Classification
Answer: B
NEW QUESTION # 57
You are being tasked to manage an AI project at your company and you need to identify which project to start with. What's the best way to approach this?
- A. Ask key stakeholders from your group and find a small problem that would have a big return on investment and start there.
- B. Go through all possible scenarios to come up with the perfect first project.
- C. Find a project that requires 100% accuracy in the results and start with that one.
- D. Ask key stakeholders from all groups for input about their pain points.
Answer: A
NEW QUESTION # 58
During CPMAI Phase II of your project, your team is going through their data collection needs.
One team member wants to make use of pre-trained models while another member is adamantly against it.
As the project lead, what should you do?
- A. Evaluate your data and use only what you have and build all models in house.
- B. Evaluate your data and see if using pre-trained models make sense. If so, have the team see what pre-trained models your company already owns and use those.
- C. Evaluate your data and see if using pre-trained models make sense. If so, have the team do research to find the ones that best suit your project.
- D. Have one team build all models in-house and the other team use pre-trained models and see which team's models perform better.
Answer: C
NEW QUESTION # 59
The team is working to build a data preparation pipeline for the conversational chatbot project.
Which phase of CPMAI is this done?
- A. Phase II
- B. Phase IV
- C. Phase I
- D. Phase III
- E. Phase VI
- F. Phase V
Answer: D
NEW QUESTION # 60
In what way would you be using Generative AI if you used the results of the Generative AI solution to improve and accelerate your job?
- A. As a programmatic approach for automation
- B. As an autonomous system removing the human from the loop
- C. As an Augmented Intelligence system
- D. Used for Hyperpersonalization
Answer: C
NEW QUESTION # 61
Your team is tasked with selecting an algorithm for a supervised learning classification project.
Which algorithm might you choose?
- A. K-nearest neighbor
- B. Q learning
- C. Gaussian mixture
- D. K-means
Answer: A
NEW QUESTION # 62
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 team leader at a small startup, what approach would not be beneficial when trying to gather labeled data?
- A. Hire a Contractor Workforce
- B. Find a source of already labeled data
- C. Get your Users to Do it
- D. Contract with Third Party Data Labeling Firms
Answer: C
NEW QUESTION # 63
Recently, you implemented an augmented intelligence application at work to help employees do their job better. However, employees have been resistant to this change and aren't using the application as expected.
What could have been done better to get the team to feel comfortable with this technology and use it? (Select all that apply.)
- A. Have upper management relay to employees this tool is to augment, and not replace their jobs.
- B. Have the team that built the technology to relay to employees this tool is to augment, and not replace their jobs.
- C. Ask end users what information and technology they need to help them do their job better and build the tool to help with these pain points.
- D. Provide training for everyone to have all employees feel more comfortable using the technology even if they aren't using the technology yet.
Answer: A,B,C,D
NEW QUESTION # 64
Your team is testing the NLP model they just created to make sure it's performing as expected.
Some of your team members want to move this model to production and move to the next iteration.
What's wrong with this workflow?
- A. You need to make sure the AI Go/No Go questions have been addressed
- B. Team members should not be able to move to new projects until senior management signs off
- C. Model Evaluation requires continuous model evaluation, retraining, and operationalization
- D. Nothing is wrong with this workflow. You can move to the next iteration
Answer: A
NEW QUESTION # 65
Your organization wants to use Generative AI. What are examples of when Generative AI can and should be used? (Select all that apply.)
- A. Data Augmentation for Training
- B. Content Generation
- C. Explainable Decision-support systems
- D. Virtual Avatars and Characters
- E. Human Augmentation
- F. Programmatic automated content generation
Answer: A,B,E,F
NEW QUESTION # 66
Your team is working on a project and is running into some issues. You need someone on the team who is able to solve problems in environments of uncertainty, can deal with failure, and has the math and data visualization skills needed to communicate the results with others so the issues can get resolved.
What role would be most suited for this?
- A. Citizen Data Scientist
- B. Project Manager
- C. Data Scientist
- D. Data Engineer
Answer: C
NEW QUESTION # 67
Your team was given a large dataset and has been tasked with organizing the data by type to make better insights from the results. You are facing problems with the approach that the previous project lead used which was a regression algorithm.
What type of algorithm is the best approach for this project?
- A. Regression
- B. Binary (or Binomial) Classification
- C. Multiclass Classification
- D. Clustering
Answer: D
NEW QUESTION # 68
Your team is working on a new project for finding the most optimal flow of warehouse robots on the warehouse floor. Which type of machine learning approach would be most appropriate to pick for this problem?
- A. Unsupervised Learning
- B. All would work equally well
- C. Reinforcement Learning
- D. Supervised Learning
Answer: C
NEW QUESTION # 69
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 applied. In addition, business objectives have been quantified and key performance indicators (KPIs) have been determined.
What else needs to be done to progress to the next Cognitive Project Management for AI (CPMAI) phase?
- A. Explore external data sources
- B. Create interdepartmental strategies
- C. Begin prototype development
- D. Determine the project ROI
Answer: D
NEW QUESTION # 70
You're in charge of marketing at your organization and you've been tasked with using AI to help create marketing images. What's a good solution for this need?
- A. Decision tree and Random Forest approaches
- B. Generative AI solutions for content generation
- C. Image and object detection and recognition systems
- D. Autonomous patterns and process automation
Answer: B
NEW QUESTION # 71
You are working with a dataset that has a high number of dimensions. You're running into issues because some dimensions don't have enough real examples to properly train the systems for predictable results.
What's your best course of action?
- A. Try to get additional information from project lead to see how many examples per dimension are needed
- B. Keep going as planned and the problem will eventually correct itself
- C. Try to improve the quality of your data through more preparation
- D. Try to get additional data - at least 5 training examples for each dimension in the representation
Answer: D
NEW QUESTION # 72
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 something you do, not something you buy.
What is your next best course of action to address this?
- A. Share prior experiences with how your last team addressed this problem and how you solved it
- B. Say nothing and let the team figure it out for themselves
- C. Help senior management do research on AI vendors
- D. Share prior experiences with how your last team addressed this problem and their data quality issues
Answer: A
NEW QUESTION # 73
Major factors for the project you are currently working on is around the training time, cost, and complexity of training your models. Which algorithm is not the best choice given these constraints?
- A. Gaussian Mixture
- B. Support Vector Machines (SVM)
- C. Neural Networks
- D. Naive Bayes
Answer: D
NEW QUESTION # 74
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.
What is the best approach for handling this project?
- A. Run it as one project, combining teams, data requirements, and project needs
- B. Run it as a hybrid approach and some phases are run separately while other phases are combined together
- C. Run each pattern in isolation, with separate teams
- D. Run each pattern as its own project, with their own CPMAI phase iterations, data requirements, and project needs
Answer: B
NEW QUESTION # 75
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