AMD · 2 days ago
SMTS Software System Design Engineer
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Responsibilities
Design and implement NPU compiler framework for neural networks.
Develop hardware aware graph optimizations for high level ML frameworks like ONNX.
Research new algorithms for operator scheduling for efficient inference of latest NN models.
Interface with ONNX / Pytorch runtime and lower level HW implementation.
Contribute to high performance inference for GenAI workloads such as Llama2-7B, Stable diffusion, SDXL-Turbo etc.
Work closely with kernel developers, performance architects, and AI researchers
Manage CPU, and memory resources effectively during model execution.
Handle resource allocation for ML deployments across different tenants.
Research heterogenous mapping of ML operators for maximum efficiency.
Build tools to track resource utilization, bottlenecks, and anomalies.
Enable detailed profiling and debugging tools for analyzing ML workload latency.
Implement rigorous code review practices for superior code quality assurance.
Qualification
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Required
Strong programming skills in C++, Python.
Experience with proprietary/open source compiler stack: TVM, MLIR.
Experience with ML frameworks (e.g., ONNX, PyTorch) is required.
Experience with ML models such as CNN, LSTM, LLMs, Diffusion is a must.
Experience with ONNX, Pytorch runtime integration is a bonus.
Excellent problem-solving abilities and a passion for performance optimization.
Master’s, or PhD degree in Computer Science, Electrical Engineering, or related fields.
Benefits
Annual bonus or sales incentive
Employee Stock Purchase Plan
Competitive benefits
Company
AMD
Advanced Micro Devices (AMD) is a semiconductor company that designs and develops graphics units, processors, and media solutions.
H1B Sponsorship
AMD has a track record of offering H1B sponsorships. Please note that this does not
guarantee sponsorship for this specific role. Below presents additional info for your
reference. (Data Powered by US Department of Labor)
Distribution of Different Job Fields Receiving Sponsorship
Trends of Total Sponsorships
2023 (465)
2022 (689)
2021 (578)
2020 (559)
Funding
Current Stage
Public CompanyTotal Funding
unknownKey Investors
Daniel Loeb
2023-03-02Post Ipo Equity· Undisclosed
2021-06-29Post Ipo Equity· Undisclosed
2009-01-20Acquired· by Qualcomm ($65M)
Leadership Team
Recent News
2024-06-05
2024-06-05
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