TensorFlow Machine Learning Projects

TensorFlowhastransformedthewaymachinelearningisperceived.TensorFlowMachineLearningProjectsteachesyouhowtoexploitthebenefits—simplicity,efficiency,andflexibility—ofusingTensorFlowinvariousreal-worldprojects.Withthehelpofthisbook,you’llnotonlylearnhowtobuildadvancedprojectsusingdifferentdatasetsbutalsobeabletotacklecommonchallengesusingarangeoflibrariesfromtheTensorFlowecosystem.Tostartwith,you’llgettogripswithusingTensorFlowformachinelearningprojects;you’llexploreawiderangeofprojectsusingTensorForestandTensorBoardfordetectingexoplanets,TensorFlow.jsforsentimentanalysis,andTensorFlowLitefordigitclassification.Asyoumakeyourwaythroughthebook,you’llbuildprojectsinvariousreal-worlddomains,incorporatingnaturallanguageprocessing(NLP),theGaussianprocess,autoencoders,recommendersystems,andBayesianneuralnetworks,alongwithtrendingareassuchasGenerativeAdversarialNetworks(GANs),capsulenetworks,andreinforcementlearning.You’lllearnhowtousetheTensorFlowonSparkAPIandGPU-acceleratedcomputingwithTensorFlowtodetectobjects,followedbyhowtotrainanddeveloparecurrentneuralnetwork(RNN)modeltogeneratebookscripts.Bytheendofthisbook,you’llhavegainedtherequiredexpertisetobuildfull-fledgedmachinelearningprojectsatwork.