CS 4100/5100: Foundations of AI AI Success Stories Instructor: Rob - - PowerPoint PPT Presentation

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CS 4100/5100: Foundations of AI AI Success Stories Instructor: Rob - - PowerPoint PPT Presentation

CS 4100/5100: Foundations of AI AI Success Stories Instructor: Rob Platt rplatt@ccs.neu.edu College of Computer and information Science Northeastern University Fall, 2015 Machine translation works pretty well Speech to text works


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CS 4100/5100: Foundations of AI

AI Success Stories Instructor: Rob Platt rplatt@ccs.neu.edu

College of Computer and information Science Northeastern University

Fall, 2015

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Machine translation

◮ works pretty well

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Speech to text

◮ works kind of well

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Question answering

◮ 2011: beat the human world champions of the day

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Face detection

◮ Face detection used to be a really hard problem. Now, your

phone does it...

Image: Ivan Laptev, http://www.di.ens.fr/~laptev/objectdetection.html

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Person detection

◮ Person detection used to be a really hard problem...

Image: P. Yan, http://vision.eecs.ucf.edu/projects/3D_Model_based_Object_Detection/ObjectDetection.html

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Object detection

◮ this used to be hard too...

Image: David Vazquez Bermudez, http://www.cvc.uab.es/~dvazquez

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Stanley

◮ won the 2005 DARPA desert grand challenge ◮ drove 150 miles on roads in the Mojave desert autonomously ◮ key constituent technologies: machine learning, planning,

vision, robotics

Image: Stanford University

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Google self-driving car

◮ currently under development ◮ there’s a big team at Google working on it right now. ◮ will it succeed? who knows! ◮ key constituent technologies: machine learning, planning,

vision, robotics

Image: Google

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BDI Atlas

◮ https://www.youtube.com/watch?v=mclbVTIYG8E ◮ really impressive walking control

Image: Boston Dynamics

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Search/Planning

◮ 1996, 1997, Deep Blue and Garry Kasparov competed with

each winning some games

◮ key constituent technologies: adversarial search, machine

learning

Image: Wikimedia

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Other success stories

◮ airline routing ◮ map route planning ◮ medical diagnosis ◮ web search ◮ spam classification ◮ froud detection ◮ ad placement/marketing