Python Data Science Essentials

Fullyexpandedandupgraded,thelatesteditionofPythonDataScienceEssentialswillhelpyousucceedindatascienceoperationsusingthemostcommonPythonlibraries.Thisbookoffersup-to-dateinsightintothecoreofPython,includingthelatestversionsoftheJupyterNotebook,NumPy,pandas,andscikit-learn.Thebookcoversdetailedexamplesandlargehybriddatasetstohelpyougraspessentialstatisticaltechniquesfordatacollection,datamungingandanalysis,visualization,andreportingactivities.Youwillalsogainanunderstandingofadvanceddatasciencetopicssuchasmachinelearningalgorithms,distributedcomputing,tuningpredictivemodels,andnaturallanguageprocessing.Furthermore,You’llalsobeintroducedtodeeplearningandgradientboostingsolutionssuchasXGBoost,LightGBM,andCatBoost.Bytheendofthebook,youwillhavegainedacompleteoverviewoftheprincipalmachinelearningalgorithms,graphanalysistechniques,andallthevisualizationanddeploymentinstrumentsthatmakeiteasiertopresentyourresultstoanaudienceofbothdatascienceexpertsandbusinessusers.