| CPC G06F 3/015 (2013.01) [G06T 19/006 (2013.01)] | 20 Claims |

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1. A method comprising:
collecting, by an electromyograph (EMG) communication device used by a user, a first set of EMG signals over a first time interval;
generating a first plurality of features based on the first set of EMG signals;
generating a first probability associated with presence of inner speech by processing the first plurality of features with a machine learning (ML) model;
comparing the first probability generated by the ML model to a specified threshold; and
detecting presence of the inner speech of the user in response to determining that the first probability generated by the ML model transgresses the specified threshold.
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