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.