The Applied Data Science Workshop
Frombankingandmanufacturingthroughtoeducationandentertainment,usingdatascienceforbusinesshasrevolutionizedalmosteverysectorinthemodernworld.Ithasanimportantroletoplayineverythingfromappdevelopmenttonetworksecurity.Takinganinteractiveapproachtolearningthefundamentals,thisbookisidealforbeginners.You’lllearnallthebestpracticesandtechniquesforapplyingdatascienceinthecontextofreal-worldscenariosandexamples.Startingwithanintroductiontodatascienceandmachinelearning,you’llstartbygettingtogripswithJupyterfunctionalityandfeatures.You’llusePythonlibrarieslikesci-kitlearn,pandas,Matplotlib,andSeaborntoperformdataanalysisanddatapreprocessingonreal-worlddatasetsfromwithinyourownJupyterenvironment.Progressingthroughthechapters,you’lltrainclassificationmodelsusingsci-kitlearn,andassessmodelperformanceusingadvancedvalidationtechniques.Towardstheend,you’lluseJupyterNotebookstodocumentyourresearch,buildstakeholderreports,andevenanalyzewebperformancedata.BytheendofTheAppliedDataScienceWorkshop,you’llbepreparedtoprogressfrombeingabeginnertotakingyourskillstothenextlevelbyconfidentlyapplyingdatasciencetechniquesandtoolstoreal-worldprojects.
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