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DeepSpeech
DeepSpeech is an open source embedded (offline, on-device) speech-to-text engine which can run in real time on devices ranging from a Raspberry Pi 4 to high power GPU servers.
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DeepSpeech is a good project to check out https://github.com/mozilla/DeepSpeech . The easiest approach is to probably use one of their models and fine tune it. There is also Kaldi, CMUSphinx but they are more focused around academia.
NOTE:
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Hence, a higher number means a more popular project.