Chapter1providesin-depthinformationabouthowneuralnetworksfunction,wheretogetdatafrom,andhowtopreprocessthatdatatomakeiteasiertoconsume.Chapter2isaboutgettingstuckandwhattodoaboutit.Neuralnetsarenotoriouslyhardtodebugandthetipsandtricksinthischapteronhowtomakethembehavewillcomeinhandywhengoingthroughthemoreproject-orientedrecipesintherestofthebook.Ifyouareimpatient,youcanskipthischapterandgobacktoitlaterwhenyoudogetstuck.Chapters3through15aregroupedaroundmedia,startingwithtextrocessing,followedbyimageprocessing,andfinallymusicprocessinginChapter15.Eachchapterdescribesoneprojectsplitintovariousrecipes.Typicallyachapterwillstartwithadataacquisitionrecipe,followedbyafewrecipesthatbuildtowardthegoalofthechapterandarecipeondatavisualization.Chapter16isaboutusingmodelsinproduction.Runningexperimentsinnotebooksisgreat,butultimatelywewanttoshareourresultswithactualusersandgetourmodelsrunonrealserversormobiledevices.Thischaptergoesthroughtheoptions.
2023/7/17 20:44:43
5.1MB
深度学习