5 часов назад
AI Research Engineer (Edge AI)
180 000 - 240 000$
Мэтч & Сопровод
Для мэтча с этой вакансией нужен Plus
Описание вакансии
Текст:
TL;DR
AI Research Engineer (Edge AI): Optimizing deep learning models for deployment on edge AI platforms with an accent on quantization, low-bit precision, and efficient inference. Focus on designing QAT and PTQ techniques, reducing latency and memory usage, and collaborating with hardware engineers to optimize execution on edge devices and NPUs.
Location: Canada, Germany, Norway, or the United States
Salary: $180,000–$240,000 USD per year; $175,000–$245,000 CAD per year; €116,000–€154,000 EUR per year
Company
develops advanced AI hardware and software systems for efficient edge-to-cloud computing, using in-memory computing technology for power-, energy-, and space-constrained applications.
What you will do
- Research and develop quantization-aware training and post-training quantization techniques for deep learning models.
- Implement low-bit precision optimizations, including INT8 and BF16, and develop calibration methods to reduce accuracy loss.
- Design efficient inference algorithms focused on latency, memory footprint, and power efficiency.
- Deploy and optimize models with PyTorch, ONNX Runtime, TVM, and related AI frameworks.
- Collaborate with hardware engineers to optimize model execution on edge devices and NPUs.
- Benchmark performance across hardware and software stacks and contribute to research on distillation, sparsity, pruning, and model compression.
Requirements
- Master’s or Ph.D. in Computer Science, Electrical Engineering, or a related field.
- Strong expertise in deep learning, model optimization, and numerical precision analysis.
- Hands-on experience with QAT, PTQ, and mixed-precision quantization.
- Proficiency in Python, C++, CUDA, or OpenCL for performance optimization.
- Experience with AI frameworks such as PyTorch, TensorFlow, ONNX Runtime, TVM, TensorRT, or OpenVINO.
- Understanding of low-level hardware acceleration and ML compiler optimization technologies, including SIMD, AVX, Tensor Cores, VNNI, XLA, MLIR, or LLVM.
Culture & Benefits
- Work on next-generation AI hardware and software for edge-to-cloud computing.
- Collaborate across AI systems, software, and semiconductor engineering disciplines.
- Employment opportunity with compensation determined by job-related knowledge, skills, and experience.
- Equal employment opportunity employer in the United States.
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