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Penalize Mistakes
Reward Success
Is this a cat?
6/28/2017
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iOS
Android
Data Science
Machine Learning
Product Gen
Systems
Resume 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
6/28/2017
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Algorithms &
Fairness
6/28/2017
7
Calibration
Consistency
Clarity
Source
Engage
Evaluate

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