rolczynski/Automatic-Speech-Recognition

🎧 Automatic Speech Recognition: DeepSpeech & Seq2Seq (TensorFlow)

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Implements modular ASR pipelines with CTC loss and greedy decoding, achieving 6.71% WER on LibriSpeech dev-clean without external language models. Built on TensorFlow 2.0 eager execution, it decouples feature extraction, neural network models, and decoders as independent components—allowing swapping of sophisticated feature extraction, data augmentation strategies, or language model decoders. Supports distributed training via TensorFlow Strategy and mixed-precision policies for optimized inference.

223 stars. No commits in the last 6 months.

Archived Stale 6m No Package No Dependents
Maintenance 0 / 25
Adoption 10 / 25
Maturity 16 / 25
Community 22 / 25

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Stars

223

Forks

63

Language

Python

License

AGPL-3.0

Last pushed

Jun 15, 2020

Commits (30d)

0

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