Machine Learning Projects for Mobile Applications
Machinelearningisatechniquethatfocusesondevelopingcomputerprogramsthatcanbemodifiedwhenexposedtonewdata.Wecanmakeuseofitforourmobileapplicationsandthisbookwillshowyouhowtodoso.Thebookstartswiththebasicsofmachinelearningconceptsformobileapplicationsandhowtogetwellequippedforfurthertasks.YouwillstartbydevelopinganapptoclassifyageandgenderusingCoreMLandTensorflowLite.YouwillexploreneuralstyletransferandgetfamiliarwithhowdeepCNNswork.WewillalsotakeacloserlookatGoogle’sMLKitfortheFirebaseSDKformobileapplications.Youwilllearnhowtodetecthandwrittentextonmobile.YouwillalsolearnhowtocreateyourownSnapchatfilterbymakinguseoffacialattributesandOpenCV.Youwilllearnhowtotrainyourownfoodclassificationmodelonyourmobile;allofthiswillbedonewiththehelpofdeeplearningtechniques.Lastly,youwillbuildanimageclassifieronyourmobile,compareitsperformance,andanalyzetheresultsonbothmobileandcloudusingTensorFlowLitewithanRCNN.Bytheendofthisbook,youwillnotonlyhavemasteredtheconceptsofmachinelearningbutalsolearnedhowtoresolveproblemsfacedwhilebuildingpowerfulappsonmobilesusingTensorFlowLite,Caffe2,andCoreML.
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