Machine Learning for Mobile
Machinelearningpresentsanentirelyuniqueopportunityinsoftwaredevelopment.Itallowssmartphonestoproduceanenormousamountofusefuldatathatcanbemined,analyzed,andusedtomakepredictions.Thisbookwillhelpyoumastermachinelearningformobiledeviceswitheasy-to-follow,practicalexamples.Youwillbeginwithanintroductiontomachinelearningonmobilesandgraspthefundamentalssoyoubecomewell-acquaintedwiththesubject.Youwillmastersupervisedandunsupervisedlearningalgorithms,andthenlearnhowtobuildamachinelearningmodelusingmobile-basedlibrariessuchasCoreML,TensorFlowLite,MLKit,andFritzonAndroidandiOSplatforms.Indoingso,youwillalsotacklesomecommonandnot-so-commonmachinelearningproblemswithregardtoComputerVisionandotherreal-worlddomains.Bytheendofthisbook,youwillhaveexploredmachinelearningindepthandimplementedon-devicemachinelearningwithease,therebygainingathoroughunderstandingofhowtorun,create,andbuildreal-timemachine-learningapplicationsonyourmobiledevices.
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