MTS Accelerator System Architect
3 weeks ago
As a seasoned professional, you will play a pivotal role in designing, simulating, and accelerating accelerator architecture. Your responsibilities will encompass collaborating with multifunctional engineering teams to identify opportunities and requirements. Key tasks include:
- Developing performance, functional, and power models for accelerator architecture exploration and verification, focusing on Analog AI using in-memory computing with non-volatile memory technologies.
- Creating tests, test plans, and testing infrastructure to verify new algorithms and functionality, as well as their performance.
- Assessing new SW/HW innovations and driving the most relevant into the accelerator architecture definition.
- Researching industry trends and customer requirements of machine learning algorithms and accelerators, and driving partnerships for access to advanced technologies.
Requirements
- Minimum 12+ years of experience with a bachelor's degree in CS/EE/Math or equivalent; a master's or Ph.D. degree is highly desirable.
- 5+ years of experience in performance simulation and modeling in modern C++/Python, with the ability to deliver production-quality, well-documented code.
- Experience in modeling and benchmarking machine learning models on accelerator simulator models.
- Familiarity with machine learning frameworks and interfaces, such as ONNX, TensorFlow, and PyTorch, with a strong preference for PyTorch.
- Knowledge of CPU, GPU, and domain-specific accelerators architecture, with a focus on data-path, fixed-point arithmetic, scheduler, memory system, and network-on-chip interconnection design.
- Experience with NAND Flash Memory and its architecture and circuit design is highly desirable.
- Experience with DRAM and its architecture and circuit design is a plus.
- Experience in approximate compute, analog compute is a plus.
- Experience with hardware and RTL implementation (Verilog/System Verilog) is a plus.
- Familiarity with OpenCL, CUDA, Metal, or other parallel programming APIs is a plus.
- Strong passion for new technologies and innovation, with excellent communication skills.
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