Systeme und Verfahren für ein Optimiertes Mehradriges Rekurrentes Neuronales Netzwerk

Details

Veröffentlichungs-Nr.

EP3179415

Aktenzeichen

EP16202973

Anmeldetag

8. Dezember 2016

Veröffentlichung

18. September 2019

Erteilung

18. September 2019

Rechtsraum

EP

IPC

G06N3/06G06N3/10

Abstract

Systems and methods for a multi-core optimized Recurrent Neural Network (RNN) architecture are disclosed. The various architectures affect communication and synchronization operations according to the Multi-Bulk-Synchronous-Parallel (MBSP) model for a given processor. The resulting family of network architectures, referred to as MBSP-RNNs, perform similarly to a conventional RNNs having the same number of parameters, but are substantially more efficient when mapped onto a modem general purpose processor. Due to the large gain in computational efficiency, for a fixed computational budget, MBSP-RNNs outperform RNNs at applications such as end-to-end speech recognition.

Anmelder

Firma

Baidu USA LLC

Land

🇺🇸 USA

Fachgebiete