Hands-On Machine Learning with TensorFlow.js

TensorFlow.jsisaframeworkthatenablesyoutocreateperformantmachinelearning(ML)applicationsthatrunsmoothlyinawebbrowser.Withthisbook,youwilllearnhowtouseTensorFlow.jstoimplementvariousMLmodelsthroughanexample-basedapproach.Startingwiththebasics,you'llunderstandhowMLmodelscanbebuiltontheweb.Movingon,youwillgettogripswiththeTensorFlow.jsecosystemtodevelopapplicationsmoreefficiently.ThebookwillthenguideyouthroughimplementingMLtechniquesandalgorithmssuchasregression,clustering,fastFouriertransform(FFT),anddimensionalityreduction.YouwilllatercovertheBellmanequationtosolveMarkovdecisionprocess(MDP)problemsandunderstandhowitisrelatedtoreinforcementlearning.Finally,youwillexploretechniquesfordeployingML-basedwebapplicationsandtrainingmodelswithTensorFlowCore.ThroughoutthisMLbook,you'lldiscoverusefultipsandtricksthatwillbuildonyourknowledge.Bytheendofthisbook,youwillbeequippedwiththeskillsyouneedtocreateyourownweb-basedMLapplicationsandfine-tunemodelstoachievehighperformance.