7 дней назад
Hardware Machine Learning PhD Research Internship
225 000$
Мэтч & Сопровод
Для мэтча с этой вакансией нужен Plus
Описание вакансии
Текст:
TL;DR
Hardware Machine Learning PhD Research Internship (ML Hardware Acceleration): Architecting and developing research projects for low-latency ML inference on FPGAs and custom ASICs with an accent on neural architecture search, quantization, and hardware-software co-design. Focus on implementing, verifying, and benchmarking inference solutions under real-world performance and engineering constraints.
Location: Chicago, United States
Base salary: $225,000 per year
Company
is a research-driven trading firm building proprietary systems and algorithms with quantitative modeling, machine learning, and advanced engineering.
What you will do
- Architect and develop an ML-focused research project based on real-world use cases.
- Work with hardware engineers to implement, verify, and deploy ML inference solutions.
- Evaluate research in neural architecture search, machine learning systems, and quantization methods.
- Present findings to the team and deliver a prototype or benchmark for continued development.
- Learn hardware design fundamentals from RTL developers and assess research through performance, engineering cost, and industry impact.
Requirements
- Currently enrolled in a PhD program in Electrical Engineering, Computer Science, Physics, or a related field.
- Strong understanding of hardware constraints and design trade-offs, including pipelining, resource utilization, and fixed-point arithmetic.
- Experience with VHDL, SystemVerilog, HLS tools, or ML-to-hardware frameworks such as hls4ml, FINN, or Vitis AI.
- Understanding of neural network architectures, inference optimization, quantization, and ML frameworks such as PyTorch or TensorFlow.
- Proficiency in Python or similar languages for tooling, testing, and simulation.
- Strong communication skills and ability to collaborate across technical and non-technical disciplines.
Culture & Benefits
- Work alongside engineers in a demanding low-latency computing environment.
- Research has a direct impact on low-latency ML inference and hardware acceleration.
- Full-time, permanent positions are eligible for a discretionary bonus.
- Benefits include paid leave and insurance.
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