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AI/Neuromorphic Researcher

2 maanden geleden


Eindhoven, Noord-Brabant, Nederland imec Voltijd
Job Title: AI/Neuromorphic Researcher

Imec, a world-leading research and innovation hub in nanoelectronics and digital technologies, is seeking a highly skilled AI/Neuromorphic Researcher to join our team in Eindhoven, Netherlands.

About the Role

We are looking for a talented researcher to lead the development of next-generation AI/Neuromorphic solutions for robotics and automotive applications. As an AI/Neuromorphic Researcher, you will be part of a multi-disciplinary team that combines expertise in neural networks, neuromorphic designs, and IC design to create innovative solutions.

Responsibilities
  • Experiment with neuromorphic principles to improve the energy and/or latency efficiency of edge AI processing, and integrate them in models, algorithms, and system architectures.
  • Develop novel algorithms for model compactness, efficient mapping, and/or adaptation post-deployment to improve the resource efficiency and performance of edge AI processing.
  • Port ideas of neuromorphic sensing and communication in imec's sensor solutions to improve the data-efficiency, communication-efficiency and duty cycling.
  • Engage in algorithm-hardware co-design by investigating and deriving architectural improvements, optimizations, and new features for imec's AI accelerators and sensor solutions.
  • Develop and evaluate prototypes of novel and efficient neural algorithms on CTOS (GPU, DPU, TPU, and on imec's new Neuromorphic IC's.
  • Publish research outputs and new ideas in high impact journals and conferences.
  • Contribute to project proposals for acquisition of national and EU funding.
  • Collaborate and provide support to other teams at imec about promoting/integrating edge-AI/neuromorphic solutions in their workflows or products.
  • Interact with customers and (academic) partners as a technical interface for existing and new collaborations.
  • Actively contribute to the evolution of imec's AI / Neuromorphic roadmap.
About Imec

Imec is a world-leading research and innovation hub in nanoelectronics and digital technologies. Our mission is to make life easier, healthier, and more sustainable in the digital age. We are a team of passionate researchers and engineers who are driven by a shared vision to create a better future.

Requirements
  • PhD in Computer Science, Artificial Intelligence, Cognitive Neuroscience, Electrical Engineering or equivalent.
  • 4+ years of industry/academic experience in neural networks and/or Neuromorphic designs.
  • Proven experience in actively building demonstrators/prototypes and adapting neural algorithms to improve performance.
  • Solid experience with neural network design with Pytorch / Tensorflow or any other neural network library.
  • Understanding of AI/neural network/Neuromorphic HW architectures is a must.
  • Experience in programming (C and C++) and scripting languages (Python, Bash).
  • Experience in simulating and comparing different real time neural network architectures or digital processor designs is preferred.
  • Experience in sensor fusion applications is preferred.
  • A hands-on and exploratory attitude, which means taking initiative, thinking proactively, having a flexible approach, and solving problems daily are attributes that define yourself.
  • Able to translate new insights into patent applications and publications at peer-reviewed conferences and journals.
  • Team player with good communication skills and the ability to translate ideas to colleagues with multidisciplinary backgrounds.
  • Good communication skills in English.