Systems, methods, and computer-readable media for improved real-time audio processing

A system for improved real-time audio processing, the system including:

• a data storage device that stores instructions for improved real-time audio processing;
• and
• a processor configured to execute the instructions to perform a method including:
• constructing a deep neural network model, including a plurality of at least one-bit neurons, configured to output a predicted label of audio data, the plurality of at least one-bit neurons arranged in a plurality of layers, including at least one hidden layer, and being connected by a plurality of connections, each connection having at least a one-bit weight, wherein one or both of the plurality of at least one-bit neurons and the plurality of connections have a reduced bit precision;
• receiving a training data set, the training data set including audio data;
• training the deep neural network model using the training data set;
• and
• outputting a trained deep neural network model configured to output a predicted label of real-time audio data.

A computer-readable storage device storing instructions that, when executed by a computer, cause the computer to perform a method for improved real-time audio processing, the method including:

• constructing a deep neural network model, including a plurality of at least one-bit neurons, configured to output a predicted label of audio data, the plurality of at least one-bit neurons arranged in a plurality of layers, including at least one hidden layer, and being connected by a plurality of connections, each connection having at least a one-bit weight, wherein one or both of the plurality of at least one-bit neurons and the plurality of connections have a reduced bit precision;
• receiving a training data set, the training data set including audio data;
• training the deep neural network model using the training data set;
• and
• outputting a trained deep neural network model configured to output a predicted label of real-time audio data.