A Critical Review of Recurrent Neural Networks for Sequence Learning

Countlesslearningtasksrequiredealingwithsequentialdata.Imagecaptioning,speechsynthesis,andmusicgenerationallrequirethatamodelproduceoutputsthataresequences.Inotherdomains,suchastimeseriesprediction,videoanalysis,andmusicalinformationretrieval,amodelmustlearnfrominputsthataresequences.I