Neural interface

An apparatus for interfacing with a nervous system of a subject, the apparatus comprising:

• a communications interface;
• a memory unit;
• and
• a processor unit, the processor unit connected to the communications interface and the memory unit, wherein:
• the communications interface is configured to receive a plurality of neurological signals associated with the neural activity of a first portion of nervous system;
• in response to receiving a plurality of neurological signals associated with the neural activity of the first portion of nervous system, the processor and communication interface are configured to:
• process neural sample data representative of the received plurality of neurological signals using a first one or more machine learning (ML) technique(s) trained for generating estimates of neural data representative of the neural activity of the first portion of nervous system;
• and
• transmit data representative of the neural data estimates to a first device associated with the first portion of nervous system;
• and
• the communications interface is further configured to receive device data from a second device associated with a second portion of the nervous system;
• and
• in response to receiving device data from the second device associated with the second portion of the nervous system, the processor and communication interface are further configured to:
• generate one or more neurological stimulus signal(s) by inputting the received device data to a second one or more ML technique(s) trained for estimating one or more neurological stimulus signal(s) associated with the device data for input to the second portion of nervous system;
• and
• transmit the one or more estimated neurological stimulus signal(s) towards the second portion of nervous system of the subject.