Deeplearningdoesn'thavetobeintimidating.Untilrecently,thismachine-learningmethodrequiredyearsofstudy,butwithframeworkssuchasKerasandTensorflow,softwareengineerswithoutabackgroundinmachinelearningcanquicklyenterthefield.Withtherecipesinthiscookbook,you'lllearnhowtosolvedeep-learningproblemsforclassifyingandgeneratingtext,images,andmusic.Eachchapterconsistsofseveralrecipesneededtocompleteasingleproject,suchastrainingamusicrecommendingsystem.AuthorDouweOsingaalsoprovidesachapterwithhalfadozentechniquestohelpyouifyou'restuck.ExamplesarewritteninPythonwithcodeavailableonGitHubasasetofPythonnotebooks.You'lllearnhowto:CreateapplicationsthatwillserverealusersUsewordembeddingstocalculatetextsimilarityBuildamovierecommendersystembasedonWikipedialinksLearnhowAIsseetheworldbyvisualizingtheirinternalstateBuildamodeltosuggestemojisforpiecesoftextReusepretrainednetworkstobuildaninverseimagesearchserviceComparehowGANs,autoencodersandLSTMsgenerateiconsDetectmusicstylesandindexsongcollections
2024/1/20 17:39:19
13.11MB
深度学习
1