Data Science Projects with Python
DataScienceProjectswithPythonisdesignedtogiveyoupracticalguidanceonindustry-standarddataanalysisandmachinelearningtoolsinPython,withthehelpofrealisticdata.ThebookwillhelpyouunderstandhowyoucanusepandasandMatplotlibtocriticallyexamineadatasetwithsummarystatisticsandgraphs,andextracttheinsightsyouseektoderive.Youwillcontinuetobuildonyourknowledgeasyoulearnhowtopreparedataandfeedittomachinelearningalgorithms,suchasregularizedlogisticregressionandrandomforest,usingthescikit-learnpackage.You’lldiscoverhowtotunethealgorithmstoprovidethebestpredictionsonnewand,unseendata.Asyoudelveintolaterchapters,you’llbeabletounderstandtheworkingandoutputofthesealgorithmsandgaininsightintonotonlythepredictivecapabilitiesofthemodelsbutalsotheirreasonsformakingthesepredictions.Bytheendofthisbook,youwillhavetheskillsyouneedtoconfidentlyusevariousmachinelearningalgorithmstoperformdetaileddataanalysisandextractmeaningfulinsightsfromunstructureddata.
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