Deep Learning

Fast RL Speaker Accent Detection

US vs. UK speaker accent detector made low-latency via deep reinforcement learning.

Quebec-France Style Transfer

Seq2Seq-based style transfer between Quebec and Metropolitan French text.

Deep Rhyme Detection

Semi-supervised detection of rhyme and rhyme schemes, including internal and slant rhyme, using bidirectional LSTMs.

Speaker Accent Classification

Three models for classification of US vs. UK speaker accent given audio recordings, using several varieties of RNNs and CNNs.

Forced Phonetic Alignment by Neural Network

Integration of Kaldi's nnet2 deep neural networks into the Montreal Forced Aligner, permitting the automatic forced alignment of speech audio and a corresponding transcript in time using a Deep Neural Network-Hidden Markov Model architecture.

SMS Stylometry

Predicts dialect of English used to write a SMS-style text message using RNNs supplemented with data from Google Trends.