Domain 5 Flashcards

Understanding the AI Development life cycle

1
Q

What are the 4 phases of the AI system development life cycle?

A
  1. Planning
  2. Design.
  3. Development
  4. Implementation
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2
Q

What are the 3 most common business problems that AI solves?

A
  1. classification
  2. regression
  3. recommendation
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3
Q

What are the key steps in the Planning phase?

A
  1. determine the business objectives and requirements
  2. focus on the organizational mission
  3. Determine the data to be used
  4. Determine the scope
  5. determine the governance structure and responsibilities
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4
Q

What are the 3 qualities that will help you determine the scope?

A
  1. impact
  2. fit
  3. effort
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5
Q

In what stage of the AI system development life cycle do you implement a data strategy?

A. planning
B. designing
C. development
D. implementation

A

B. designing

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6
Q

What data formats are used?

A
  1. structured - labeled
  2. unstructured - unlabeled
  3. static - unchanged
  4. streaming - changing
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7
Q

What are the 5 V’s of data preparation?

A
  1. volume
  2. veracity
  3. velocity
  4. value
  5. variety
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8
Q

What is the most time consuming step within the AI system development lifecycle?

A. data strategy
B. data preparation
C. determining the system architecture
D. developing the algorithm

A

B. data preparation

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9
Q

What is included during the wrangling/data preparation step?

A
  1. cleansing
  2. labeling
  3. anonymization
  4. data minimization
  5. privacy enhancing technologies (PETs)
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10
Q

Types of Privacy enhancing Technologies (PETs)

A
  1. differential privacy
  2. federated learning
  3. homomorphic encryption
  4. data minimization
  5. de-identification/obfuscation
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