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Brain-inspired LLM for Edge Devices: A Hardware-Algorithm Co-design Framework
4 maanden geleden
The Faculty of Science and the Leiden Institute of Advanced Computer Science (LIACS) are looking for a:
PhD Candidate, Brain-inspired LLM for Edge Devices: A Hardware-Algorithm Co-design Framework
Project description
We are looking for a PhD student to work on a brain-inspired large language model (LLM) system, including hardware and algorithm design on the edge with applications like speech assistance and rehabilitation for post-stroke patients. Brain-inspired computing (neuromorphic computing), inspired by the neural structure of the human brain, offers a promising avenue for the real-time and low-power processing of complex signals. This approach is particularly advantageous in applications where rapid and efficient processing of signals is crucial for timely decisions. Recent advancements in large language models (LLMs) have showcased their impressive capabilities across various natural language processing (NLP) tasks, such as understanding and generating text that aligns with an individual style. Fine-tuning is a common method used to modify LLMs for particular downstream tasks. In this project, we aim to explore a compact, real-time, and ultra-low-power brain-inspired LLM system for applications like post-stroke speech assistance and rehabilitation. Under the guidance of Qinyu Chen and Zhaochun Ren, this position offers a unique opportunity to be at the forefront of technological advancements that promise to reshape the future.
Key responsibilities
As a Ph.D. candidate, your primary focus will be on developing compact LLM hardware and algorithms on the edge. Your responsibilities will include:
Conducting innovative research and developing proof-of-concept designs, collaborating with sensor providers and other potential collaborators. Writing multiple research articles, collectively forming the foundational content for your PhD thesis to attain a PhD degree (dr.) at Leiden University. Actively participating in the Leiden Graduate School of Science's education and supervision programs. Assist in relevant teaching duties, f.i. teaching and supervising Bachelor's and Master's thesis projects, contributing to academic excellence at Leiden University. This role offers an opportunity to drive forward groundbreaking research while enhancing your teaching and supervisory skills in a dynamic academic environment.Selection Criteria
We are seeking a highly motivated university graduate with a proven track record in education and research. The applicant is expected to have:
A MSc or equivalent degree in Microelectronics, Computer Science, Electrical Engineering, or a similar field; Expertise in your field of study, in particular in deep learning, LLM, digital/analog hardware design, embedded systems neuromorphic engineering, signal processing; Proficiency in deep learning frameworks (e.g. PyTorch) and programming skills (SystemVerilog, Verilog, Python, C++, etc.); experience with FPGA and ASIC design flow. A collaborative spirit for teamwork within diverse project groups. Excellent communication and presentation skills and creative thinking; Fluency in English, both written and spoken.This role is for someone eager to innovate and excel in a pioneering research environment.
Research at our faculty
The Faculty of Science is a world-class faculty where staff and students work together in a dynamic international environment. It is a faculty where personal and academic development are top priorities. Our people are committed to expand fundamental knowledge by curiosity and to look beyond the borders of their own discipline; their aim is to benefit science, and to make a contribution to addressing the major societal challenges of the future.
The research carried out at the Faculty of Science is very diverse, ranging from mathematics, information science, astronomy, physics, chemistry and bio-pharmaceutical sciences to biology and environmental sciences. The research activities are organized in eight institutes. These institutes offer eight bachelor’s and twelve master’s programs. The faculty has grown strongly in recent years and now has more than 2.300 staff and almost 5,000 students. We are located at the heart of Leiden’s Bio Science Park, one of Europe’s biggest science parks, where university and business life come together.
The Leiden Institute of Advanced Computer Science (LIACS) is the Artificial Intelligence and Computer Science Institute in the Faculty of Science of Leiden University. We offer courses at the Bachelor and Master of Science level in Artificial Intelligence, Computer Science, ICT in Business, Media Technology, and Bioinformatics. According to an independent research visitation, we are one of the foremost computer science departments of the Netherlands. We strive for excellence in a caring institute, where excellence, fun, and diversity go hand in hand. We offer a clear and inviting career path to young and talented scientists with the ambition to grow.
Terms and conditions
We offer a full-time 1 year term position for initially one year. After a positive evaluation of the progress of the thesis, personal capabilities and compatibility the appointment will be extended by a further three years. Salary range from € 2,770,- to € 3.539,- gross per month (pay scale P in accordance with the Collective Labour Agreement for Dutch Universities).
Leiden University offers an attractive benefits package with additional holiday (8%) and end-of-year bonuses (8.3%), training and career development and sabbatical leave. Our individual choices model gives you some freedom to assemble your own set of terms and conditions. Candidates from outside the Netherlands may be eligible for a substantial tax break.
All our PhD students are embedded in the Leiden University Graduate School of Science. Our graduate school offers several PhD training courses at three levels: professional courses, skills training and personal effectiveness. In addition, advanced courses to deepen scientific knowledge are offered by the research school.
D&I statement
Diversity and inclusion are core values of Leiden University. Leiden University is committed to becoming an inclusive community which enables all students and staff to feel valued and respected and to develop their full potential. Diversity in experiences and perspectives enriches our teaching and strengthens our research. High quality teaching and research is inclusive.
