Question 1

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 required. When looking to gather data, what approach is best when determining how much data you need?

Options :

A : The "Goldilocks" approach

B : The "less is better" approach

C : The "more is better" approach

D : There is no correct approach

Answer: A

Question 2

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?

Options :

A : Keep going as planned and the problem will eventually correct itself

B : Try to get additional data - at least 5 training examples for each dimension in the representation

C : Try to get additional information from project lead to see how many examples per dimension are needed

D : Try to improve the quality of your data through more preparation

Answer: B

Question 3

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 in operation someone does a review and notices that the system is denying a large number of loans from a certain demographic when all other factors from people in other regions (such as age, salary, and credit score) are the same. What is most likely happening here?

Options :

A : Biased data sets leading to algorithmic discrimination

B : Generative AI models hallucinating data results

C : Nothing is wrong, algorithmic decisions will never be 100%

D : Data privacy issues leading to data sharing concerns

Answer: A

Question 4

You're running an AI project and want to speed up training of the model so that you can complete your current CPMAI iteration within the two week timeframe the team has set. What's one approach to speed up model training?

Options :

A : Use data from a previous project

B : Use cloud-based technology

C : Use Brute force method

D : Use or extend a pre-trained model

Answer: D

Question 5

Enhancing and cleaning data is an important action during which phase of CPMAI?

Options :

A : Phase VI

B : Phase I

C : Phase V

D : Phase III

E : Phase II

F : Phase IV

Answer: D

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