The Data Science Workshop

Wherethere’sdata,there’sinsight.Withsomuchdatabeinggenerated,thereisimmensescopetoextractmeaningfulinformationthat’llboostbusinessproductivityandprofitability.Bylearningtoconvertrawdataintogame-changinginsights,you’llopennewcareerpathsandopportunities.TheDataScienceWorkshopbeginsbyintroducingdifferenttypesofprojectsandshowingyouhowtoincorporatemachinelearningalgorithmsinthem.You’lllearntoselectarelevantmetricandevenassesstheperformanceofyourmodel.Totunethehyperparametersofanalgorithmandimproveitsaccuracy,you’llgethands-onwithapproachessuchasgridsearchandrandomsearch.Next,you’lllearndimensionalityreductiontechniquestoeasilyhandlemanyvariablesatonce,beforeexploringhowtousemodelensemblingtechniquesandcreatenewfeaturestoenhancemodelperformance.Inabidtohelpyouautomaticallycreatenewfeaturesthatimproveyourmodel,thebookdemonstrateshowtousetheautomatedfeatureengineeringtool.You’llalsounderstandhowtousetheorchestrationandschedulingworkflowtodeploymachinelearningmodelsinbatch.Bytheendofthisbook,you’llhavetheskillstostartworkingondatascienceprojectsconfidently.Bytheendofthisbook,you’llhavetheskillstostartworkingondatascienceprojectsconfidently.