Controlled Adaptation of Speech Recognition Models to New Domains – NVIDIA Technical Blog News and tutorials for developers, data scientists, and IT admins 2025-03-13T20:13:39Z http://www.open-lab.net/blog/feed/ Somshubra Majumdar <![CDATA[Controlled Adaptation of Speech Recognition Models to New Domains]]> http://www.open-lab.net/blog/?p=60523 2023-06-12T07:55:13Z 2023-02-03T14:00:00Z Have you ever tried to fine-tune a speech recognition system on your accent only to find that, while it recognizes your voice well, it fails to detect words...]]> Have you ever tried to fine-tune a speech recognition system on your accent only to find that, while it recognizes your voice well, it fails to detect words...

Have you ever tried to fine-tune a speech recognition system on your accent only to find that, while it recognizes your voice well, it fails to detect words spoken by others? This is common in speech recognition systems that have trained on hundreds of thousands of hours of speech. In large-scale automatic speech recognition (ASR), a system may perform well in many but not all scenarios.

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