Building Machine Learning Systems with Python

Machinelearningallowssystemstolearnthingswithoutbeingexplicitlyprogrammedtodoso.Pythonisoneofthemostpopularlanguagesusedtodevelopmachinelearningapplications,whichtakeadvantageofitsextensivelibrarysupport.ThisthirdeditionofBuildingMachineLearningSystemswithPythonaddressesrecentdevelopmentsinthefieldbycoveringthemost-useddatasetsandlibrariestohelpyoubuildpracticalmachinelearningsystems.Usingmachinelearningtogaindeeperinsightsfromdataisakeyskillrequiredbymodernapplicationdevelopersandanalystsalike.Python,beingadynamiclanguage,allowsforfastexplorationandexperimentation.Thisbookshowsyouexactlyhowtofindpatternsinyourrawdata.YouwillstartbybrushinguponyourPythonmachinelearningknowledgeandbeingintroducedtolibraries.You'llquicklygettogripswithserious,real-worldprojectsondatasets,usingmodelingandcreatingrecommendationsystems.WithBuildingMachineLearningSystemswithPython,you’llgainthetoolsandunderstandingrequiredtobuildyourownsystems,alltailoredtosolvereal-worlddataanalysisproblems.Bytheendofthisbook,youwillbeabletobuildmachinelearningsystemsusingtechniquesandmethodologiessuchasclassification,sentimentanalysis,computervision,reinforcementlearning,andneuralnetworks.