A*STAR - Agency for Science, Technology and Research
Location
singapore, singapore
Type
Full-time
Responsibilities
Lead research into state-of-the-art optimization techniques, including Quantization-Aware Training (QAT), Pruning, Knowledge Distillation, and Neural Architecture Search (NAS) to minimize latency.
Design and implement scalable AI deployment architectures that can handle high-throughput data streams from multiple high-resolution cameras and process sensors simultaneously.
Conduct hardware-software co-design to optimize models for specific deployment targets (e.g., NVIDIA Jetson, TensorRT, FPGAs, or specialized AI accelerators).
Develop and manage asynchronous data pipelines that ensure zero-bottleneck performance from image acquisition to final sentencing decisions.
Establish rigorous performance profiling benchmarks to track model latency and memory footprint across various manufacturing environments.
Work with the System Integrator (SI) to ensure that optimized models are seamlessly integrated into the...