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WinterLight Labs (http://www.winterlightlabs.com) | Machine Learning Engineer | Toronto, Canada | Full Time | Onsite & At home WinterLight Labs is a Toronto-based company which has developed cutting-edge software for objectively measuring cognitive impairment by automatically quantifying hundreds of aspects of speech and language using natural language processing algorithms and machine learning. We are seeking a Machine Learning Engineer ​to specialize in the development of automatic speech recognition (ASR) and machine learning (ML) models. This role may involve: ● In-house implementation of state-of-the-art ASR models, using deep neural networks and open-source tools, such as Kaldi. ● Research and development of methods for online re-training and adaptation of ASR models, especially for individuals with speech disorders (e.g., aphasia) and elderly voices ● Analysis of the robustness of lexico-syntactic features derived from errorful ASR transcripts. ● Implementation of additional lexico-syntactic, semantic, and pragmatic features derived from textual transcripts ● Implementation of additional acoustic features derived from the speech signal ● Optimization of feature selection and dimensionality reduction techniques ● Optimization of model hyperparameters, and experimentation with a variety of model types. ● Optimization of multi-view approaches to data fusion ● Leveraging unsupervised and supervised approaches to data fusion For more information: http://www.winterlightlabs.com/docs/JobdescriptionforIRAPML....