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25 questions in this bank
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 sometimes be in remote locations without regular access to the internet. What’s the most important thing to consider here?
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For AI projects the code and systems don’t matter as much as the data. In fact, big data is what’s powering much of this latest wave of AI. What’s most important for your company to consider around data?
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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?
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Enhancing and cleaning data is an important action during which phase of CPMAI?
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Only 60% agreed on this answer — treat it as contested rather than settled.
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 best way to split up this data?
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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?
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Most people chose B, not D. Verify this one against the vendor documentation.
Creating machine learning models can be complicated. Your team wants to use tools called Automated Machine Learning (AutoML) to simplify the process. You know of another team that has used AutoML tools and it’s saved the team a lot of time. However, what’s the one area you should not have the AutoML tool help with?
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Most people chose A, not B. Verify this one against the vendor documentation.
You need to hire a data scientist to join your team. What skill sets should you be looking for when hiring and interviewing this person? (Choose all that apply.)
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Most people chose BCDF, not ABCDF. Verify this one against the vendor documentation.
One of the key elements of a data-centric methodology is the data requirements phase. During CPMAI Phase II, several unexpected issues have developed and are now threatening the data collection efforts. What course of action might make the issue worse?
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The growth of Big Data has led to a desire to be able to do more to process and extract more value from Big Data. Simply storing data and providing analytics is no longer enough anymore to remain competitive. To keep your organization competitive, you need to:
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Most people chose D, not C. Verify this one against the vendor documentation.
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?
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Most people chose A, not D. Verify this one against the vendor documentation.
Your team is looking to develop an RPA bot to help with back-office processes such as data entry. What type of bot should your team be creating?
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Your team is looking for a short term ROI project and decides that an AI enabled chatbot will be the project to start with. During Phase I of CPMAI you go through the AI Go/No Go decision chart and realize that you have not answered yes to all the business feasibility questions. You and the team have not determined a clear problem definition. What’s the best course of action with how to proceed?
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Your team is working on a new facial recognition application. Since this technology has the potential to be mis-used you think it’s important to set guidelines for the proper use of this application and you want to make sure the AI system is built for some positive purpose. What area of Trustworthy AI does this best fall under?
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When building your model, you need to make sure you’re not only checking for performance and making sure the model is giving the expected results. You also need to make sure the model is accomplishing the business objective. At what phase of CPMAI is this most appropriate to do this?
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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?
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Your team is working on an image recognition system to help identify plants. They have collected a large amount of data but need to get this data labeled. Which phase of CPMAI is this done?
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You want to make sure that in your HR hiring system that applicants have the ability to contest the result. In what layer of the Trustworthy AI framework do we address this need?
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Most people chose E, not C. Verify this one against the vendor documentation.
You’re looking to take an image and have a Generative AI solution generate additional content beyond the bounds of the current image size. What Generative AI approach can you use?
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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? (Choose all that apply.)
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Most people chose ABEF, not ABEFG. Verify this one against the vendor documentation.
Your team is tasked with selecting an algorithm for a supervised learning classification project. Which algorithm might you choose?
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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?
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When looking to implement AI to help break the Digital Transformation logjam, it’s important to:
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Most people chose C, not A. Verify this one against the vendor documentation.
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 Go/No Go feasibility questions. What stage of CPMAI is the team currently working on?
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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 for AI, however they are unsure which pattern of AI this would be. What should the project manager do?
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CPMAI practice, question 1 of 25
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