Applied Supervised Learning with Python
Machinelearning—theabilityofamachinetogiverightanswersbasedoninputdata—hasrevolutionizedthewaywedobusiness.AppliedSupervisedLearningwithPythonprovidesarichunderstandingofhowyoucanapplymachinelearningtechniquesinyourdatascienceprojectsusingPython.You'llexploreJupyterNotebooks,thetechnologyusedcommonlyinacademicandcommercialcircleswithin-linecoderunningsupport.Withthehelpoffunexamples,you'llgainexperienceworkingonthePythonmachinelearningtoolkit—fromperformingbasicdatacleaningandprocessingtoworkingwitharangeofregressionandclassificationalgorithms.Onceyou’vegraspedthebasics,you'lllearnhowtobuildandtrainyourownmodelsusingadvancedtechniquessuchasdecisiontrees,ensemblemodeling,validation,anderrormetrics.You'llalsolearndatavisualizationtechniquesusingpowerfulPythonlibrariessuchasMatplotlibandSeaborn.Thisbookalsocoversensemblemodelingandrandomforestclassifiersalongwithothermethodsforcombiningresultsfrommultiplemodels,andconcludesbydelvingintocross-validationtotestyouralgorithmandcheckhowwellthemodelworksonunseendata.Bytheendofthisbook,you'llbeequippedtonotonlyworkwithmachinelearningalgorithms,butalsobeabletocreatesomeofyourown!
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