Staff Embedded ML/DSP Systems Engineer – Audio
Analog Devices · Limerick
Job description
About the role
Analog Devices is seeking a Staff Embedded ML/DSP Systems Engineer to lead the development of real‑time audio AI solutions. You will work at the intersection of hardware and software, shaping scalable, production‑grade AI/ML systems for hearable and wearable devices.
Key responsibilities
- Architect and optimize end‑to‑end deployment pipelines for compact audio AI models, covering quantization, profiling, and production deployment on DSP/NPU targets.
- Define DSP/NPU partitioning strategies, balancing workload, memory bandwidth, latency, and power across SoC processing elements.
- Develop bit‑exact reference models and collaborate with RTL teams for simulation‑to‑RTL validation and functional verification.
- Implement and optimize fixed‑point signal‑processing and neural‑network kernels for DSP and NPU instruction sets, maximizing MAC array and SIMD utilization.
- Profile and optimize inference performance under strict always‑on, real‑time constraints typical of hearable devices.
- Design and maintain model compression and quantization workflows (PTQ, QAT) with rigorous quality tracking.
Required profile
- Master’s or PhD in Electrical Engineering, signal processing, or a related field.
- 6+ years of audio/speech signal‑processing experience in a semiconductor environment with hands‑on DSP/NPU deployment.
- Proven expertise in fixed‑point algorithm implementation, model quantization, and cycle‑level optimization for resource‑constrained processors.
- Strong knowledge of simulation‑to‑RTL flows, bit‑exact modeling, and RTL co‑simulation.
Required skills
- C programming (embedded/firmware level)
- Python and MATLAB for algorithm development and profiling
- TensorFlow/TFLite, PyTorch/ONNX for model creation and conversion
- Fixed‑point DSP and NPU instruction‑set optimization
- Model quantization techniques (PTQ, QAT)
- Low‑level profiling tools and memory‑optimization strategies for embedded AI inference
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Published 44 minutes ago
Expires 1 month from now
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Analog Devices
Limerick
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