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. Contract with Third Party Data Labeling Firms
• C. Find a source of already labeled data
• D. Get your Users to Do it

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. Supervised Learning
• B. Unsupervised Learning
• C. Reinforcement Learning
• D. Reinforcement Learning is defined in CPMAI as the paradigm where agents learn optimal actions via interactions labeled by reward/punishment signals-essentially a "trial and error" process. Domain III of the CPMAI Exam Content Outline covers "Design reinforcement learning approaches with appropriate agents and environments," confirming that simulation-based, trial-and-error optimization is the hallmark of Reinforcement Learning .
• E. All would work equally well

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?

• A. See if you can purchase the data needed to continue with the project
• B. See if you can adjust the scope of this interaction to continue with the project
• C. See if you can expand the scope to continue with the project
• D. See if you already have access to enough data to continue with the project

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 each pattern in isolation, with separate teams
• C. Run it as a hybrid approach and some phases are run separately while other phases are combined together
• D. Run each pattern as its own project, with their own CPMAI phase iterations, data requirements, and project needs