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Letter-Based Speech Recognition with Gated ConvNets
Vitaliy Liptchinsky, Gabriel Synnaeve, Ronan Collobert
In the recent literature, "end-to-end" speech systems often refer to letter-based acoustic models trained in a sequence-to-sequence manner, either via a recurrent model or via a st…
Learning Filterbanks from Raw Speech for Phone Recognition
Neil Zeghidour, Nicolas Usunier, Iasonas Kokkinos +3
We train a bank of complex filters that operates on the raw waveform and is fed into a convolutional neural network for end-to-end phone recognition. These time-domain filterbanks…
STARDATA: A StarCraft AI Research Dataset
Zeming Lin, Jonas Gehring, Vasil Khalidov +1
We release a dataset of 65646 StarCraft replays that contains 1535 million frames and 496 million player actions. We provide full game state data along with the original replays th…