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Safe AI for Data Scientists: Evidence, Documentation and Testing Regulators Accept

What Changes for Data Science When AI Becomes Regulated

Quiz: What Changes for Data Science When AI Becomes Regulated

Problem Framing: Stating Intended Purpose and Out of Scope Uses

Quiz: Problem Framing: Stating Intended Purpose and Out of Scope Uses

Dataset Documentation, Provenance and Licence Checks

Quiz: Dataset Documentation, Provenance and Licence Checks

Representativeness, Coverage Gaps and Known Data Errors

Quiz: Representativeness, Coverage Gaps and Known Data Errors

Personal Data, Special Category Data and Lawful Basis

Quiz: Personal Data, Special Category Data and Lawful Basis

Splitting Data Honestly and Avoiding Leakage

Quiz: Splitting Data Honestly and Avoiding Leakage

Choosing Metrics That Match the Decision Being Automated

Quiz: Choosing Metrics That Match the Decision Being Automated

Fairness Metrics and Why They Cannot All Be Satisfied at Once

Quiz: Fairness Metrics and Why They Cannot All Be Satisfied at Once

Subgroup Analysis and Reporting Performance Where It Is Weakest

Quiz: Subgroup Analysis and Reporting Performance Where It Is Weakest

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Quiz: Problem Framing: Stating Intended Purpose and Out of Scope Uses

Safe AI for Data Scientists: Evidence, Documentation and Testing Regulators Accept
Problem Framing: Stating Intended Purpose and Out of Scope Uses
Quiz: Problem Framing: Stating Intended Purpose and Out of Scope Uses

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Question 1 of 5

1. Question

What is intended purpose in the context of regulated AI?

The highest accuracy a model can theoretically achieve
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The specific task, population and context the model is designed for
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The performance metrics the model achieved on test data
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The business benefit the organisation expects
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Question 2 of 5

2. Question

Why must out of scope uses be documented?

To prevent people from using the model creatively
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To signal that you have identified misuse and prevent it
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Because regulators require it for all models
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To reduce the model's accuracy on unintended tasks
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Question 3 of 5

3. Question

Which of these is a properly framed intended purpose?

Predict customer behaviour
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Identify high-risk transactions in real-time with human review for transactions flagged as high-risk by the model
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Classify emails
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Improve model performance
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Correct / 1 Points

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Question 4 of 5

4. Question

What is the relationship between intended purpose and choice of metrics?

Intended purpose and metrics are independent decisions
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Intended purpose defines which metrics are the right ones to optimise for
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Metrics should be chosen before intended purpose is stated
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Intended purpose is determined by which metrics performed best
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Question 5 of 5

5. Question

Can a model be used for a task outside its stated intended purpose?

Yes, if it performs well on test data
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Yes, if someone senior approves it
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Not without evaluation of safety and fairness for that new use
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Yes, as long as it helps the business
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Correct / 1 Points

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