Analog Devices is seeking to advance the next generation of Edge AI compute by developing a heterogeneous compute solution that integrates various emergent compute modalities, and the Principal AI System Architect will play a key role in shaping the AI workload and SOC Heterogeneous compute architecture.
Requirements
- PhD degree in electrical engineering, computer engineering, computer science, or a related field.
- 10+ years of advanced experience in AI model architecture, ANN/SNN/SSM/Sparsity and Codesign AI workload with Compute& Memory
- Proficient with multiple frameworks, including Snntorch, PyTorch, TensorFlow, CUDA, C/C++, and Python.
- Deep understanding of system-level design, including Analog/RTL, firmware, AI, and tools for embedded and edge deployment.
- Skilled at translating complex technical solutions to managers and executives in a clear and intuitive way.
- 3+ years of proven experience in robotics, drones, AI model development, architecture, and simulation (Isaac Sim, AirSim) – Big Advantage
- Experience with digital twin simulation and open-source AI models and datasets.
Responsibilities
- Translate applications and use cases to AI workloads and model architectures for edge computing, optimizing power efficiency and ensuring high success rates in task completion.
- Re-architect AI workloads and co-design solutions using diverse, heterogeneous compute modalities beyond traditional methods.
- Drive breakthroughs by converting ANN models (such as CNNs and Transformers) to those that operate efficiently with reduced memory using paradigms like SNN, SSM, sparsity, or RNN.
- Create and maintain detailed architecture documentation, concluding all HW requirements for supporting multi-function for end applications.
- Drive a proof of concept using a digital twin simulation, and explore ways to leverage open-source AI models and datasets.
- Co-design AI models with the most suitable compute paradigms and ensure the coexistence of multiple compute solutions.
- Collaborate with startups to explore ways to leverage their IP for ADI needs.
Other
- Required Travel: Yes, 10% of the time
- Shift Type: 1st Shift/Days
- US Citizens, US Permanent Residents, and protected individuals as defined by 8 U.S.C. 1324b(a)(3) are preferred due to export licensing requirements
- EEO is the Law: Notice of Applicant Rights Under the Law
- Job Req Type: Experienced
