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Learning TensorFlow: A Guide to Building Deep Learning Systems
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TensorFlow is currently the leading open-source software for deep learning, used by a rapidly growing number of practitioners working on computer vision,
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LearningTensorFlow
AGuidetoBuildingDeepLearningSystems
TomHope,YehezkelS.Resheff,andItayLieder
LearningTensorFlow
byTomHope,YehezkelS.Resheff,andItayLieder
Copyright©2017TomHope,ItayLieder,andYehezkelS.Resheff.Allrightsreserved.
PrintedintheUnitedStatesofAmerica.
PublishedbyO’ReillyMedia,Inc.,1005GravensteinHighwayNorth,Sebastopol,CA95472.
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CoverDesigner:KarenMontgomery
Illustrator:RebeccaDemarest
August2017:FirstEdition
RevisionHistoryfortheFirstEdition
2017-08-04:FirstRelease
TheO’ReillylogoisaregisteredtrademarkofO’ReillyMedia,Inc.LearningTensorFlow,thecover
image,andrelatedtradedressaretrademarksofO’ReillyMedia,Inc.
Whilethepublisherandtheauthorshaveusedgoodfaitheffortstoensurethattheinformationand
instructionscontainedinthisworkareaccurate,thepublisherandtheauthorsdisclaimallresponsibility
forerrorsoromissions,includingwithoutlimitationresponsibilityfordamagesresultingfromtheuseof
orrelianceonthiswork.Useoftheinformationandinstructionscontainedinthisworkisatyourown
risk.Ifanycodesamplesorothertechnologythisworkcontainsordescribesissubjecttoopensource
licensesortheintellectualpropertyrightsofothers,itisyourresponsibilitytoensurethatyourusethereof
complieswithsuchlicensesand/orrights.
978-1-491-97851-1
[M]
Preface
Deeplearninghasemergedinthelastfewyearsasapremiertechnologyforbuildingintelligentsystems
thatlearnfromdata.Deepneuralnetworks,originallyroughlyinspiredbyhowthehumanbrainlearns,
aretrainedwithlargeamountsofdatatosolvecomplextaskswithunprecedentedaccuracy.Withopen
sourceframeworksmakingthistechnologywidelyavailable,itisbecomingamust-knowforanybody
involvedwithbigdataandmachinelearning.
TensorFlowiscurrentlytheleadingopensourcesoftwarefordeeplearning,usedbyarapidlygrowing
numberofpractitionersworkingoncomputervision,naturallanguageprocessing(NLP),speech
recognition,andgeneralpredictiveanalytics.
Thisbookisanend-to-endguidetoTensorFlowdesignedfordatascientists,engineers,students,and
researchers.Thebookadoptsahands-onapproachsuitableforabroadtechnicalaudience,allowing
beginnersagentlestartwhiledivingdeepintoadvancedtopicsandshowinghowtobuildproduction-
readysystems.
Inthisbookyouwilllearnhowto:
1. GetupandrunningwithTensorFlow,rapidlyandpainlessly.
2. UseTensorFlowtobuildmodelsfromthegroundup.
3. TrainandunderstandpopulardeeplearningmodelsforcomputervisionandNLP.
4. Useextensiveabstractionlibrariestomakedevelopmenteasierandfaster.
5. ScaleupTensorFlowwithqueuingandmultithreading,trainingonclusters,andservingoutputin
production.
6. Andmuchmore!
ThisbookiswrittenbydatascientistswithextensiveR&Dexperienceinbothindustryandacademic
research.Theauthorstakeahands-onapproach,combiningpracticalandintuitiveexamples,illustrations,
andinsightssuitableforpractitionersseekingtobuildproduction-readysystems,aswellasreaders
lookingtolearntounderstandandbuildflexibleandpowerfulmodels.
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