
Posted 5 days ago
Senior Quantization Engineer - Edge AI
NXPSenior Quantization Engineer - Edge AI
Requirements
MSc or Ph.D in CS, EE, or Math, Deep understanding of CNN and Generative AI, Hands-on experience with PyTorch and ONNX, Proficiency in Python and C++, Familiarity with embedded system constraints
Skills
PyTorchPythonC#LLM
About the role
Responsibilities
- Research the latest advancements in model optimization and compression, specifically focusing on neural network quantization, speculative decoding, and pruning.
- Develop and adapt state-of-the-art methods to NXP hardware constraints by building proof-of-concept prototypes.
- Translate research prototypes into robust, optimized production code using C++ and Python.
- Document algorithmic tradeoffs and derive deployment recipes for efficient on-device intelligence.
- Act as a technical bridge between AI Research and Hardware Engineering teams to guide model accuracy and performance decisions.
- Contribute to NXP’s intellectual property portfolio through patents and technical publications.
Requirements
- MSc or Ph.D. in Computer Science, Electrical Engineering, or Mathematics with a focus on Machine Learning or Deep Learning.
- Proven practical experience with CNN architectures and Generative AI (Transformers, LLMs, VLMs).
- Hands-on experience with PyTorch, ONNX, and model conversion/optimization pipelines.
- Proficiency in Python and C++ following best development practices.
- Familiarity with embedded system constraints such as latency, power, and memory bandwidth.
Preferred Qualifications
- Experience with state-of-the-art quantization techniques for discriminative and generative AI (e.g., GPTQ, SpinQuant).
- Experience with NPUs, device-level profiling, and diagnosing memory bottlenecks.
- Experience with custom kernel development.
- Knowledge of MLIR or TVM compilers.
About the Company
NXP is a global leader in secure connectivity solutions for embedded applications, pushing boundaries in the automotive, industrial & IoT, mobile, and communication infrastructure markets to enable a smarter, safer, and more sustainable world.
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Get started — it's freeSenior Quantization Engineer - Edge AI
NXP · Hyderabad
