#hardware-aware-ml News & Analysis

Surrogate Neural Architecture Codesign Package (SNAC-Pack)

SNAC-Pack is an open-source AutoML framework that automates neural architecture design for FPGA deployment by combining hardware-aware search with quantization and pruning. The tool reduces design cycles from months to hours while matching or exceeding baseline performance on tasks like jet classification and quantum computing applications.