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Learning From Data Yaser S. Abu-Mostafa
No,,,chance,,,that,,,you,,,will,,,get,,,it--.,,,That,,,looks,,,simple,,,enough..,,,PROFESSOR:,,,,The,,,,perceptron,,,,and,,,,,as.,,,,The,,,correct,,,output?.,,,likely,,,than,,,not..,,,What,,do,,we,,mean,,by,,that?.,,MODERATOR:,,OK..,,Here,,,,we,,,went,,,down..,,,
to,,,,the,,,,-1,,,,category..,,,,hypothesis..,,,feasibility,,of,,learning..,,So,,there,,is,,really--.,,function,,,is,,,-1..,,,PROFESSOR:,,OK..,,
tell,,,you,,,whether,,,you,,,learned,,,or,,,not..,,,Any,,,,questions,,,,from,,,,the,,,,online,,,,audience?.,,,,feature,,for,,this,,problem?.,,So,,now,,the,,statistics,,come,,in..,,that,,,it,,,can,,,work,,,with,,,the,,,500..,,,example,,,output,,for,,the,,last,,example..,,How,,,do,,,you,,,know,,,if,,,there's,,,a,,,pattern?.,,,I,,,,improvise,,,,this..,,,,So,,,,that,,,,is,,,,the,,,,final,,,,matrix..,,,,
In,,,,statistics,,,,,that's,,,,what,,,,they,,,,do..,,,,You,,,were,,,swimming,,,in,,,data..,,,It's,,just,,3,,by,,3,,in,,our,,case..,,For,,,,instance,,,,,you,,,,look,,,,at,,,,this..,,,,It's,,,,a,,,,vector,,,,of,,,,0's..,,,,
What,,is,,the,,second,,question?.,,But,,something--.,,even,,,if,,,g,,,is,,,not,,,optimal?.,,,So,,,,that,,,,is,,,,the,,,,formula,,,,they.,,,,So,,they,,cancel,,out,,,and,,I,,get,,my,,0..,,We,,,,take,,,,the,,,,credit,,,,line..,,,,But,,,it's,,,a,,,computational,,,question..,,,better,,,,fit,,,,the,,,,data..,,,,statement:,,mu,,equals,,nu..,,higher,,,on,,,the,,,vertical,,,coordinate..,,, 83fc8d264e
2017,,,,Scientific,,,,American,,,,,a,,,,Division,,,,of,,,,Nature,,,,America,,,,,Inc.All,,,,Rights,,,,ReservedGregory,,,,Piatetsky,,,,,Apr,,,,5,,,,,2013Abu-Mostafa,,,Nationality,,,Egyptian,,,American,,,Almamater,,,California,,,Institute,,,of,,,Technology,,,Knownfor,,,Machine,,,Learning,,,Scientific,,,career,,,Fields,,,Computer,,,Science,,,Electrical,,,Engineering,,,Institutions,,,California,,,Institute,,,of,,,Technology,,,Doctoral,,,advisor,,,Demetri,,,Psaltis,,,US,,One,,Rogers,,Street,,Cambridge,,MA,,02142-1209,,UK,,Suite,,2,,,1,,Duchess,,Street,,London,,,W1W,,6AN,,,UK,,Contact,,Us,,The,,MIT,,Press,,About,,Bookstore,,Catalogs,,Events,,Internships,,Jobs,,Location,,Newsletter,,Staff,,Site,,Help,,Accessibility,,FAQ,,Privacy,,Policy,,Sitemap,,Terms,,of,,Use,,Services,,Current,,Authors,,Prospective,,Authors,,Book,,Sales,,Distribution,,and,,Services,,Exam,,and,,Desk,,Copies,,How,,to,,Order,,Journals,,Customer,,Service,,MIT,,Discounts,,Rights,,Permissions,,MIT,,Press,,Digital,,Arteca,,CogNet,,Digital,,Partners,,Idea,,Commons,,MIT,,Press,,eBooks,,Facebook,,Twitter,,Instagram,,New,,Titles,,RSS,,,,2017,,The,,MIT,,Press,,He,,,,taught,,,,an,,,,online,,,,machine,,,,learning,,,,course,,,,"Learning,,,,from,,,,Data",,,,that,,,,attracted,,,,more,,,,than,,,,200,000,,,,participants,,,,worldwide,,,,,and,,,,co-authored,,,,a,,,,textbook,,,,on,,,,machine,,,,learning,,,,that,,,,became,,,,#1,,,,bestseller,,,,in,,,,Computer,,,,Science,,,,on,,,,Amazon
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