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TensorFlow for Deep Learning - 2018
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TensorFlow for Deep Learning - 2018
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TensorFlowforDeepLearning
FromLinearRegressiontoReinforcementLearning
BharathRamsundarandRezaBosaghZadeh
TensorFlowforDeepLearning
byBharathRamsundarandRezaBosaghZadehCopyright©2018RezaZadeh,
BharathRamsundar.Allrightsreserved.
PrintedintheUnitedStatesofAmerica.
PublishedbyO’ReillyMedia,Inc.,1005GravensteinHighwayNorth,
Sebastopol,CA95472.
O’Reillybooksmaybepurchasedforeducational,business,orsalespromotional
use.Onlineeditionsarealsoavailableformosttitles(http://oreilly.com/safari).
Formoreinformation,contactourcorporate/institutionalsalesdepartment:800-
998-9938orcorporate@oreilly.com.
Editors:RachelRoumeliotisandAliciaYoung
ProductionEditor:KristenBrown
Copyeditor:KimCofer
Proofreader:JamesFraleigh
Indexer:JudyMcConville
InteriorDesigner:DavidFutato
CoverDesigner:KarenMontgomery
Illustrator:RebeccaDemarest
March2018:FirstEdition
RevisionHistoryfortheFirstEdition
2018-03-01:FirstRelease
Seehttp://oreilly.com/catalog/errata.csp?isbn=9781491980453forrelease
details.
TheO’ReillylogoisaregisteredtrademarkofO’ReillyMedia,Inc.TensorFlow
forDeepLearning,thecoverimage,andrelatedtradedressaretrademarksof
O’ReillyMedia,Inc.
Whilethepublisherandtheauthorshaveusedgoodfaitheffortstoensurethat
theinformationandinstructionscontainedinthisworkareaccurate,the
publisherandtheauthorsdisclaimallresponsibilityforerrorsoromissions,
includingwithoutlimitationresponsibilityfordamagesresultingfromtheuseof
orrelianceonthiswork.Useoftheinformationandinstructionscontainedin
thisworkisatyourownrisk.Ifanycodesamplesorothertechnologythiswork
containsordescribesissubjecttoopensourcelicensesortheintellectual
propertyrightsofothers,itisyourresponsibilitytoensurethatyourusethereof
complieswithsuchlicensesand/orrights.
978-1-491-98045-3
[M]
Preface
Thisbookwillintroduceyoutothefundamentalsofmachinelearningthrough
TensorFlow.TensorFlowisGoogle’snewsoftwarelibraryfordeeplearningthat
makesitstraightforwardforengineerstodesignanddeploysophisticateddeep
learningarchitectures.YouwilllearnhowtouseTensorFlowtobuildsystems
capableofdetectingobjectsinimages,understandinghumantext,andpredicting
thepropertiesofpotentialmedicines.Furthermore,youwillgainanintuitive
understandingofTensorFlow’spotentialasasystemforperformingtensor
calculusandwilllearnhowtouseTensorFlowfortasksoutsidethetraditional
purviewofmachinelearning.
Importantly,TensorFlowforDeepLearningisoneofthefirstdeeplearning
bookswrittenforpractitioners.Itteachesfundamentalconceptsthroughpractical
examplesandbuildsunderstandingofmachinelearningfoundationsfromthe
groundup.Thetargetaudienceforthisbookispracticingdevelopers,whoare
comfortablewithdesigningsoftwaresystems,butnotnecessarilywithcreating
learningsystems.Attimesweusesomebasiclinearalgebraandcalculus,butwe
willreviewallnecessaryfundamentals.Wealsoanticipatethatourbookwill
proveusefulforscientistsandotherprofessionalswhoarecomfortablewith
scripting,butnotnecessarilywithdesigninglearningalgorithms.
ConventionsUsedinThisBook
Thefollowingtypographicalconventionsareusedinthisbook:
Italic
Indicatesnewterms,URLs,emailaddresses,filenames,andfileextensions.
Constant width
Usedforprogramlistings,aswellaswithinparagraphstorefertoprogram
elementssuchasvariableorfunctionnames,databases,datatypes,
environmentvariables,statements,andkeywords.
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