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Explained: How to tell if artificial intelligence is working way we want it to

Explained: How to tell if artificial intelligence is working way we want it to
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Yilun zhouMarzyeh ghassemiArtificial intelligence laboratoryHealthy ml groupInteractive robotics group of the computer scienceInteractive robotics groupComputer science

Explained: How to tell if artificial intelligence is working the way we want it to

Deep-learning models have become very powerful, but that has come at the expense of transparency. As these models are used more widely, a new area of research has risen that focuses on creating and testing explanation methods that may shed some light on the inner-workings of these black-box models.

Yilun zhouMarzyeh ghassemiArtificial intelligence laboratoryHealthy ml groupInteractive robotics group of the computer scienceInteractive robotics groupComputer scienceMarzyeh ghassemiExplainable aiDeep learningBlack box modelsEature attribution methodsExplainable artificial intelligence

Learning to think critically about machine learning

Graduate students are helping to infuse ethical computing content into MIT’s largest machine learning course, as part of the Social and Ethical Responsibilities of Computing initiative.

Leslie kaelblingJacob andreasMarion boulicaultRodrigo ochigameJulie shahDheekshita kumarDavid kaiserArtificial intelligence laboratoryX consortium assistant professorSchool of humanitiesLeiden universityDepartment of linguisticsInteractive robotics group of the computer scienceDepartment of electrical engineeringSchwarzman college of computingSchool of architecture

How To Help Humans Understand Robots

Researchers are applying different learning theories to help humans understand robots.

Sarah chungJulie shahElena glassmanSanjana sharmaArtificial intelligence laboratoryHarvard universityInteractive robotics groupInteractive robotics group of the computer scienceNational science foundationHarvard johna paulson school of engineeringSerena boothComputer scienceApplied sciencesNational science

How To Help Humans Understand Robots

Researchers are applying different learning theories to help humans understand robots.

Sarah chungJulie shahElena glassmanSanjana sharmaArtificial intelligence laboratoryHarvard universityInteractive robotics groupInteractive robotics group of the computer scienceNational science foundationHarvard johna paulson school of engineeringSerena boothComputer scienceApplied sciencesNational science

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