Hokchhay Tann

UDC: Unified DNAS for Compressible TinyML Models for Neural Processing Units

Deploying TinyML models on low-cost IoT hardware is very challenging, due to limited device memory capacity. Neural processing unit (NPU) hardware address the memory challenge by using model compression to exploit weight quantization and sparsity to fit more parameters in the same footprint. However…