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What's New in TensorFlow 2.0
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TensorFlowisanend-to-endmachinelearningplatformforexpertsaswellasbeginners,anditsnewversion,TensorFlow2.0(TF2.0),improvesitssimplicityandeaseofuse.ThisbookwillhelpyouunderstandandutilizethelatestTensorFlowfeatures.What'sNewinTensorFlow2.0startsbyfocusingonadvancedconceptssuchasthenewTensorFlowKerasAPIs,eagerexecution,andefficientdistributionstrategiesthathelpyoutorunyourmachinelearningmodelsonmultipleGPUsandTPUs.Thebookthentakesyouthroughtheprocessofbuildingdataingestionandtrainingpipelines,anditprovidesrecommendationsandbestpracticesforfeedingdatatomodelscreatedusingthenewtf.kerasAPI.You'llexploretheprocessofbuildinganinferencepipelineusingTFServingandothermulti-platformdeploymentsbeforemovingontoexplorethenewlyreleasedAIY,whichisessentiallydo-it-yourselfAI.ThisbookdelvesintothecoreAPIstohelpyoubuildunifiedconvolutionalandrecurrentlayersanduseTensorBoardtovisualizedeeplearningmodelsusingwhat-ifanalysis.Bytheendofthebook,you'llhavelearnedaboutcompatibilitybetweenTF2.0andTF1.xandbeabletomigratetoTF2.0smoothly.
