Recognizing the cultural bias in Artificial Intelligence
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Transcript of Recognizing the cultural bias in Artificial Intelligence
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Recognizing the cultural bias in Artificial Intelligence
Camille EddyME student, Boise StateMachine Learning Intern, HP Inc.@NikkyMill
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Where does AI exist in our lives?
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Addressing Sexism:
Relationships that are common in our language appear in machine translations
father : doctor :: mother : x x = nurse
man : computer programmer :: woman : x x = homemaker
MIT Technology Review – Word2vec
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Addressing Racial Bias:
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The way we use algorithms can have serious consequences for our personal knowledge
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Addressing Search Bias:
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Filter Bubbles
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Why is it this way?
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Who develops the technology… Who uses the technology…
This prevents us from having a ‘perfect’ algorithm for every user….
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How do we fix it?make it better \/
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Accuracy: _______
Explainable AI (XAI)
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… And encourage more people to create and consume
We need more organizations and services to combat bias!
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