CommIT
CommIT
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AI/ML Research Scientist

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JuniorFull-time
#440657·Dodano wczoraj·5
Źródło: CommIT
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Tech Stack / Keywords

TransformersGraph Neural NetworksDiffusionPythonC++PyTorch

Firma i stanowisko

CommIT seeks an AI/ML Research Scientist to innovate at the intersection of artificial intelligence and semiconductor design, focusing on machine learning approaches to solve chip optimization challenges.

Wymagania

  • PhD with 1+ years of research experience in Electrical Engineering, Computer Science, Information Systems, or STEM-related field
  • 1+ years of experience with modern machine learning architectures including Transformers, Graph Neural Networks, and Diffusion models
  • Strong coding skills in Python and C++
  • Experience with machine learning frameworks like PyTorch
  • At least 1 publication in top machine learning conferences (NeurIPS, ICML, ICLR, etc.)

Nice to have:

  • Experience with deep learning on graphs (general graphs, circuit graphs, molecular graphs, or trees)
  • Familiarity with classical search and optimization techniques (Genetic Algorithms, Monte-Carlo Tree Search, Dijkstra's Algorithm, etc.)
  • Experience with EDA tools, either commercial or open-source
  • Publications in top-tier venues focusing on AI for chip design or AI for materials science

Obowiązki

  • Conduct cutting-edge research in applying machine learning techniques to chip design and optimization problems
  • Develop and implement algorithms using graph neural networks, diffusion models, and other advanced ML architectures
  • Collaborate with cross-functional teams including engineers and researchers
  • Publish research findings in top-tier conferences and journals
  • Prototype and validate new approaches using modern ML frameworks
  • Contribute to open-source or commercial EDA tools
CommIT

CommIT

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