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Small but growing number of universities starting to offer AI majors

From health to transportation to energy, artificial intelligence is playing an increasing role in our lives and universities are taking notice.

Robert ghristIvy leagueAssociate deanUndergraduate educationPenn engineering

Small but growing number of universities starting to offer AI majors

From health to transportation to energy, artificial intelligence is playing an increasing role in our lives and universities are taking notice.

Robert ghristIvy leagueAssociate deanUndergraduate educationPenn engineering

Small but growing number of universities starting to offer AI majors

From health to transportation to energy, artificial intelligence is playing an increasing role in our lives and universities are taking notice.

Robert ghristIvy leagueAssociate deanUndergraduate educationPenn engineering

Neural Networks Discover Shared Learning Geometry

Neural Networks Discover Shared Learning Geometry
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Itay griniastyJialin maoJames sethnaPratik chaudhariRubing yangProceedings of the national academy sciencesMarkk transtrum at brigham young universityOffice of naval researchAmazon web servicesUniversity of pennsylvania school arts sciencesCornell universityUniversity of pennsylvania school engineeringNational science foundationHan kheng teoh at cornell universityNational institutes of healthPenn engineers

AI's Learning Path: Surprising Uniformity Across Neural Networks

Neural networks, regardless of their complexity or training method, follow a surprisingly uniform path from ignorance to expertise in image classification tasks.

Itay griniastyIan schefflerPratik chaudhariRubing yangJames sethnaJialin maoHan kheng teoh at cornell universityUniversity of pennsylvania school arts sciencesUniversity of pennsylvania school engineeringCornell universityMarkk transtrum at brigham young universityNational science foundationNational institutes of healthAmazon web servicesUniversity of pennsylvaniaOffice of naval research

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