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Definition: ternary neural network


An AI neural network that assigns three values for its weights and activations between nodes (-1, 0, +1). A ternary neural network (TNN) lowers the required computations and memory usage compared to a full-precision model. See AI weights and biases.

Ternary hardware that supports ternary computations is a promising new area, especially using optical components. Such hardware is implemented in custom-built ASIC chips as well as field-programmable FPGA chips. See ternary chip, ASIC and FPGA.