TL;DR
Quantizer, Research Engineer (AI): Leading the evolution of quantization technology for NXP's game-changing AI solutions with an accent on designing novel PTQ/QAT algorithms and implementing them in a high-performance C++ production environment. Focus on bridging academic research with industrial reality, ensuring efficient and reliable customer models on hardware.
Location: Onsite in Guadalajara, Mexico
Company
hirify.global fosters innovation and develops game-changing AI solutions for edge devices.
What you will do
- Actively survey the latest research on quantization, compression, and numerical precision.
- Develop mathematically rigorous approximation algorithms and mixed-precision strategies.
- Translate research prototypes into robust, optimized C++ production code.
- Integrate quantization metadata with compilers, runtimes, and kernels.
- Design deterministic calibration strategies and implement statistical analysis tools.
- Mentor engineering team on numerical methods and contribute to intellectual property.
Requirements
- Ph.D. in Computer Science, Electrical Engineering, or Mathematics with a focus on Machine Learning, Deep Learning, or Numerical Analysis.
- Proficiency in modern C++ (STL, memory management) and Python.
- Deep understanding of linear algebra, probability/statistics, and optimization theory.
- Practical experience with PTQ/QAT workflows, low-precision arithmetic (int8, int4, fp8), and troubleshooting numerical instability.
- Experience with model formats (ONNX, PyTorch, TensorFlow) and graph-level optimizations.
- Must be able to work onsite in Guadalajara, Mexico.
Nice to have
- Experience with compiler infrastructure (MLIR, LLVM, TVM, Glow).
- Research focus on hardware-aware neural network design or co-design.
- Experience implementing custom kernels or runtime support for NPUs/accelerators.
- Familiarity with firmware constraints in embedded systems.
Culture & Benefits
- Be part of a pioneering team shaping the future of AI and edge computing.
- Work on innovative projects that solve real-world challenges.
- Opportunity to grow with a dynamic, forward-thinking company.
- Competitive salary, benefits, and a collaborative work environment.
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