yfletberliac / deep-speech

[Academic project] End-to-end Speech Recognition using Connectionist Temporal Classification.

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Deep Learning for Speech Recognition

The model is using Connectionist Temporal Classification implementation from Baidu Search.

install-deepspeech-torch.sh is a step by step walkthrough to install the required componants for training the deepspeech.torch model from Sean Naren (https://github.com/SeanNaren/deepspeech.torch).

A first run on an AWS EC2 g2.8xlarge (2 CNNs, 7 RNNs with 1760 units) has been performed on a 50 minutes clean dataset.

UPDATE: Trained the model on LibriSpeech dataset 1000h of speech: 12% of WER (test-clean for the validation set). On 2xK80 with batch size 64 - almost 10 days on run.

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[Academic project] End-to-end Speech Recognition using Connectionist Temporal Classification.


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