Ceva Advancing Real-Time AI
Ceva collaborated with CERN on the Large Hadron Collider's trigger system, a real-time filtering mechanism.
Its task is to identify and retain scientifically valuable events, discarding the rest with precision and speed.
- Applied advanced model compression techniques
- Automated mixed-precision quantization for Convolutional Neural Networks (CNNs)
- Explored Binary Neural Networks (BNNs) and Ternary Weight Networks (TWNs) for particle detection and classification
Compact models suited CERN's latency and hardware constraints.
Author's summary: Ceva advances AI with transformers and quantization.