Machine Learning for Finance
MachineLearningforFinanceexploresnewadvancesinmachinelearningandshowshowtheycanbeappliedacrossthefinancialsector,includingininsurance,transactions,andlending.ItexplainstheconceptsandalgorithmsbehindthemainmachinelearningtechniquesandprovidesexamplePythoncodeforimplementingthemodelsyourself.ThebookisbasedonJannesKlaas’experienceofrunningmachinelearningtrainingcoursesforfinancialprofessionals.Ratherthanprovidingready-madefinancialalgorithms,thebookfocusesontheadvancedMLconceptsandideasthatcanbeappliedinawidevarietyofways.Thebookshowshowmachinelearningworksonstructureddata,text,images,andtimeseries.Itincludescoverageofgenerativeadversariallearning,reinforcementlearning,debugging,andlaunchingmachinelearningproducts.ItdiscusseshowtofightbiasinmachinelearningandendswithanexplorationofBayesianinferenceandprobabilisticprogramming.
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