Python Machine Learning Blueprints

Machinelearningistransformingthewayweunderstandandinteractwiththeworldaroundus.ThisbookistheperfectguideforyoutoputyourknowledgeandskillsintopracticeandusethePythonecosystemtocoverkeydomainsinmachinelearning.ThissecondeditioncoversarangeoflibrariesfromthePythonecosystem,includingTensorFlowandKeras,tohelpyouimplementreal-worldmachinelearningprojects.ThebookbeginsbygivingyouanoverviewofmachinelearningwithPython.Withthehelpofcomplexdatasetsandoptimizedtechniques,you’llgoontounderstandhowtoapplyadvancedconceptsandpopularmachinelearningalgorithmstoreal-worldprojects.Next,you’llcoverprojectsfromdomainssuchaspredictiveanalyticstoanalyzethestockmarketandrecommendationsystemsforGitHubrepositories.Inadditiontothis,you’llalsoworkonprojectsfromtheNLPdomaintocreateacustomnewsfeedusingframeworkssuchasscikit-learn,TensorFlow,andKeras.Followingthis,you’lllearnhowtobuildanadvancedchatbot,andscalethingsupusingPySpark.Intheconcludingchapters,youcanlookforwardtoexcitinginsightsintodeeplearningandyou'llevencreateanapplicationusingcomputervisionandneuralnetworks.Bytheendofthisbook,you’llbeabletoanalyzedataseamlesslyandmakeapowerfulimpactthroughyourprojects.