ILASR: Privacy-Preserving Incremental Learning for Automatic Speech Recognition at Production Scale

no code implementations • 19 Jul 2022 • Gopinath Chennupati, Milind Rao, Gurpreet Chadha, Aaron Eakin, Anirudh Raju, Gautam Tiwari, Anit Kumar Sahu, Ariya Rastrow, Jasha Droppo, Andy Oberlin, Buddha Nandanoor, Prahalad Venkataramanan, Zheng Wu, Pankaj Sitpure

For end-to-end automatic speech recognition (ASR) tasks, the absence of human annotated labels along with the need for privacy preserving policies for model building makes it a daunting challenge.

Automatic Speech Recognition Automatic Speech Recognition (ASR) +4

Multi-view Frequency LSTM: An Efficient Frontend for Automatic Speech Recognition

no code implementations • 30 Jun 2020 • Maarten Van Segbroeck, Harish Mallidih, Brian King, I-Fan Chen, Gurpreet Chadha, Roland Maas

Acoustic models in real-time speech recognition systems typically stack multiple unidirectional LSTM layers to process the acoustic frames over time.

Automatic Speech Recognition Automatic Speech Recognition (ASR) +1