| CPC G06J 1/00 (2013.01) [H03M 1/1245 (2013.01)] | 15 Claims |

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1. A hardware-implemented hybrid analog-digital mixed-mode matrix multiply-add processing element (PE) for machine learning (ML) applications comprising:
a 4 bit multiply processing element (PE) that performs a multiplication function;
a first circuit that implements the 4 bit multiply PE to calculate a first current result based on a first reference current;
a second circuit that implements the 4 bit multiply PE to calculate a second current result based on a second reference current; and
a connection between a first output of the first circuit and a second output of the second circuit to produce a combined current resulting from implementation of a multiply-add function that calculates a sum of the first current result and the second current result.
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