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Penalize Mistakes

Reward Success

Is this a cat?

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iOSAndroid

Data ScienceMachine Learning

Product GenSystemsResume Model Recruiter Recruiter actions

Penalize Mistakes

Reward Success

What are your ML priorities?

Less data needed

More data needed

Transparent

Opaque“black box”

Less flexible, Less accurate

More flexible,More accurate

Logistic regression

Decision trees

Random forests

Neural nets

Deep neural nets

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Algorithms & Fairness

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CalibrationConsistency

Clarity

Source

Engage

Evaluate