CPMAI Exam Questions

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? (Select all that apply.)

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...

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 da...

You're testing your model and it is overly sensitive to the fluctuations of data and having trouble generalizing. What type of problem is this?

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 t...

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...

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?

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 an...

During CPMAI Phase II, it's important to not only understand the sources of your data but also what data is required for training as well as identifying the features that are requi...

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 d...

Your model is going to be used for continuous monitoring of machinery, with need for continuous, instant model predictions. What's the most appropriate Model Operationalization app...

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?

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 o...

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 want...

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 mod...

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 t...

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?

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?

Your company is insisting on running an automation project and applying AI best practices and methodologies to the project. You understand that automating things is just the act of...

You're being told by upper management that you need to manage a new AI project. You need to determine the AI project fit to make sure you're actually solving a real business proble...

You're working on a computer vision application and realize that you do not have enough real world data for the project. You need additional data created to support your training n...

A team is getting ready to begin working on a ML project. They need to build a data preparation pipeline and someone on the team suggests they reuse the same pipeline they created...

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 adama...

A team has started working on their first AI project and they are running this project like a traditional software development project. About two months into the project the team i...

You are working for a large multinational organization and have been assigned to a new project. For your new ML project you need to make sure you're managing data privacy and secur...

You are establishing the data requirements for the project. Which of the following tasks is the least likely to impact data requirements?

You have been tasked with creating a model that will recommend products based on what other customers have similarly purchased. Which algorithm is the best choice given this situat...

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 t...

Your team is working on an AI-enabled chatbot to be placed on the website. The goal of the chatbot is to be able to answer questions 24/7 to service clients around the globe. When...

During CPMAI Methodology Phase IV: Model Development, which of the following is not done during this phase?

Data Engineering is 80%+ of most AI projects, so building a good Data Engineering Environment is key to AI Project Success. As the manager of this project, you need to make sure yo...

Your team has collected petabytes of data for your AI project. As the project lead, you understand this is too much data to use for this iteration of the project. What is the best...

The confusion matrix measures how the algorithm performs for a binary classification activity. As your team is running tests to evaluate model performance, they are seeing the mode...

Your team has built a new robot that roams the halls at your organization and helps with various things such as small deliveries. However, you notice that many employees are opting...

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 usin...

Which of the following best describes the technical definition of Machine Learning?

Upper management is looking to roll out a new product and wants to see if there are any patterns and insights that can be discovered from customer data. Your team has been tasked t...

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,...

Your organization wants to use Generative AI. What are examples of when Generative AI can and should be used? (Select all that apply.)

A project manager meets with a customer for initial discussions about an upcoming project. At the end of the meeting, the customer asks the project manager for a rough estimate of...

Your team has created a model that is going to be used for monitoring systems and it needs to provide analysis on a weekly basis. What's the most appropriate Model Operationalizati...

Your model has been working fine for the last three months, however recently you notice the model's performance has greatly declined. What seems to have been overlooked in your wor...

During which phase of an AI project should you consider Trustworthy AI considerations?

Your team is using a neural network algorithm to generate a Machine Learning Model. What specific artifacts need to be included? (Select all that apply.)

Your organization has just rolled out a new image recognition system and is asking all employees to use it. It was trained using images from the ImageNet test set. After a few week...

You want to create a model to figure out if a customer would be likely to repurchase a certain item. The project owner doesn't want you to create anything too complicated, and you...

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?

You're working on a project and are working with personally identifiable information (PII). What's the best approach to take when it comes to collecting and using this data?

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 th...

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 appropriat...