Learn Python by Building Data Science Applications

Pythonisthemostwidelyusedprogramminglanguageforbuildingdatascienceapplications.Completewithstep-by-stepinstructions,thisbookcontainseasy-to-followtutorialstohelpyoulearnPythonanddevelopreal-worlddatascienceprojects.The"secretsauce"ofthebookisitscuratedlistoftopicsandsolutions,puttogetherusingarangeofreal-worldprojects,coveringinitialdatacollection,dataanalysis,andproduction.ThisPythonbookstartsbytakingyouthroughthebasicsofprogramming,rightfromvariablesanddatatypestoclassesandfunctions.You’lllearnhowtowriteidiomaticcodeandtestanddebugit,anddiscoverhowyoucancreatepackagesorusetherangeofbuilt-inones.You’llalsobeintroducedtotheextensiveecosystemofPythondatasciencepackages,includingNumPy,Pandas,scikit-learn,Altair,andDatashader.Furthermore,you’llbeabletoperformdataanalysis,trainmodels,andinterpretandcommunicatetheresults.Finally,you’llgettogripswithstructuringandschedulingscriptsusingLuigiandsharingyourmachinelearningmodelswiththeworldasamicroservice.Bytheendofthebook,you’llhavelearnednotonlyhowtoimplementPythonindatascienceprojects,butalsohowtomaintainanddesignthemtomeethighprogrammingstandards.