Jakub Kaliski - Publications - Bridge of Knowledge

Jakub Kaliski

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Year 2017

Minimizing Distribution and Data Loading Overheads in Parallel Training of DNN Acoustic Models with Frequent Parameter Averaging
Publication
- P. Rościszewski
- J. Kaliski
- Year 2017
In the paper we investigate the performance of parallel deep neural network training with parameter averaging for acoustic modeling in Kaldi, a popular automatic speech recognition toolkit. We describe experiments based on training a recurrent neural network with 4 layers of 800 LSTM hidden states on a 100-hour corpora of annotated Polish speech data. We propose a MPI-based modiﬁcation of the training program which minimizes the...

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