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Postdoctoral Researcher: Advanced Cryo-Electron Tomography Data Analysis

vor 2 Monaten


Hamburg, Hamburg, Deutschland EMBL Vollzeit
Job Summary

We are seeking a highly skilled Postdoctoral Researcher to join our team at EMBL and contribute to the development of advanced cryo-electron tomography data analysis techniques.

Key Responsibilities
  • Develop and implement novel algorithms for identifying macromolecular complexes in cellular tomograms using image processing techniques and machine learning.
  • Investigate and optimize methods to enhance the speed and accuracy of particle identification by refining algorithm efficiency and applying deep learning techniques in computer vision.
  • Explore the integration of spatial constraints from other data sources to improve particle identification and develop new methods for research projects within the TransFORM consortium.
  • Collaborate with the development team to co-create and disseminate well-organized, documented, and rigorously tested software packages.
  • Apply advanced data analysis techniques to research projects within the TransFORM consortium.
Requirements
  • Ph.D. in Computer Science, Image Processing, Computational Structural Biology, or a related field.
  • Advanced programming skills in Python and a proven track record in the development and application of computational tools.
  • Proficiency in numerical libraries such as NumPy and SciPy.
  • A solid foundation in mathematics and experience in algorithm development.
  • At least basic knowledge of machine learning techniques.
  • Experience in the dissemination and management of software packages.
  • Strong motivation to work in a highly collaborative and multidisciplinary environment.
Desirable Skills
  • Experience in cryo-ET data analysis or machine learning.
  • Experience with deep learning frameworks such as PyTorch, TensorFlow, or JAX.
Working at EMBL

As a Postdoctoral Researcher at EMBL, you will have the opportunity to work in a highly collaborative and multidisciplinary environment, contributing to cutting-edge research in the field of cryo-electron tomography data analysis.

EMBL is a world-leading research institution, and as a member of our team, you will have access to state-of-the-art facilities and a dynamic community of scientists.