Artificial Intelligence

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Artificial Intelligence Melanie Warrick | @nyghtowl

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@nyghtowl “AI is the new electricity” - Andrew Ng ‘17 AI = energy source

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@nyghtowl

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@nyghtowl

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@nyghtowl Machine Learning

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@nyghtowl

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@nyghtowl

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Where we are now ...

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@nyghtowl “Science and engineering of making intelligent machines...” - John McCarthy ‘55

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@nyghtowl

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@nyghtowl

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@nyghtowl Narrow General Super

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@nyghtowl

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new data ~ 10B MB/sec

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@nyghtowl Narrow => Math & Research Fields ➔ Machine Learning ➔ Statistics & Probability Models ➔ Generative & Adversarial Models ➔ Graph Theory ➔ Quantum Computing

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@nyghtowl Artificial Intelligence Machine Learning Deep Learning

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@nyghtowl

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“AI-first world” Android Apps Gmail Maps Photos Speech Search Translation YouTube and many others ... Used across products: 2012 2013 2014 2015

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Example Use Cases Search Search ranking Speech recognition Android Keyboard & speech input Gmail Smart reply Spam classification Drive Intelligence in Apps Chrome Search by image Assistant Smart connections across products Maps Parsing local search Translate Text, graphic and speech translation Cardboard Smart stitching Photos Photos search

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@nyghtowl 40% savings

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@nyghtowl Machine Learning

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@nyghtowl Hurdles ... - Complex problem-solving - Emotional & social IQ - Rule change & new domain rapid adoption - ...

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Where we are going ...

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@nyghtowl General Intelligence

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@nyghtowl Democratization ~ Transfer Learning Cloud Speech API Cloud Vision API Cloud Natural Language API Cloud Translate API Cloud Video Intelligence Cloud Jobs API

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@nyghtowl Augmentation

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@nyghtowl 10 years => 1 Day

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@nyghtowl Behavior Analysis

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@nyghtowl

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@nyghtowl 2017 ~ 8.4B Devices

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@nyghtowl 2017 ~ 1.2T Searches/Yr

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@nyghtowl Intelligence Augmentation - Medical & Genomics - Sales & Marketing - Security - Operations & Utilities - IoT - Smartphones & Search - ...

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@nyghtowl Commonplace its assumed

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Getting there from here ...

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@nyghtowl

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@nyghtowl

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@nyghtowl Defined Problem Data Systems Experts

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@nyghtowl Challenges ➔ Data & Experts ➔ Tuning ➔ Generalization ➔ Anthropomorphism ➔ Bias

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@nyghtowl New tech is like magic Change => fear | excitement

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@nyghtowl New tech is like magic Change => fear | excitement

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@nyghtowl Last Points AI => Narrow Data is Queen Democratization => Transfer Learning Commonplace = Electricity | Wheel

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@nyghtowl References: Images ● iStock.com/4x-image ● iStock.com/hometowncd ● iStock.com/diego_cervo ● iStock.com/teekid ● iStock.com/laremenko ● iStock.com/alexialex ● iStock.com/ sarah5 ● iStock.com/Grzegorz Petrykowski ● iStock.com/stellalevi ● iStock.com/adventtr ● iStock.com/d1sk ● iStock.com/vectortatu ● iStock/smoothgroover22 ● iStock/phive2015 ● https://www.explainxkcd.com/wiki/images/a/a7/timeline_of_bicycle_design.png | XKCD ● https://commons.wikimedia.org/wiki/File:Cancer_cells_(1).jpg ● https://deepmind.com/blog/deepmind-ai-reduces-google-data-centre-cooling-bill-40/ ● http://maxpixel.freegreatpicture.com/Treat-Variety-Chocolate-Decorated-Doughnuts-Donuts-1368342

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@nyghtowl References: Images ● https://commons.wikimedia.org/wiki/File:Internet_of_Things.jpg | McGeddon ● https://blog.openai.com/dota-2/ | Valve Corporation ● https://eugene.kaspersky.com/2016/09/09/the-artificial-artificial-intelligence-bubble-and-the-future-of-cybersecurit y/ | Austin Powers | Makeameme.org ● https://commons.wikimedia.org/wiki/File:Duomo_Lucca_cathedrale_Lucques_labyrinthe.jpg | Myrabella ● http://www.funnyjunk.com/funny_pictures/631996/Armageddon/ | bittercrackpot ● https://www.flickr.com/photos/photoverulam/3567531681 | Richard Gillin ● https://www.flickr.com/photos/moyogo/4884992 | Denis Jacquerye ● https://www.flickr.com/photos/rosenfeldmedia/6949089460 ● Copyright and disclaimer notice: https://creativecommons.org/licenses/by/2.0/ ● License notice: https://creativecommons.org/licenses/by/2.0/legalcode Additional Resources: ● https://analyticsweek.com/content/big-data-facts/ ● https://www.techemergence.com/machine-learning-in-genomics-applications/ ● https://www.technologyreview.com/s/609048/the-seven-deadly-sins-of-ai-predictions/

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@nyghtowl Artificial Intelligence Melanie Warrick @nyghtowl