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Master's thesis "Representation Learning for Solar Cell Production Analytics"

Fraunhofer Institute for Photonic Microsystems IPMS
Found 2 months ago
Location
Freiburg, Germany
Time
Not disclosed
Work Mode
Not disclosed
Salary
Remuneration is based on the degree of the academic qualification.
Visa Help
Not disclosed
Last Verified
1 month ago

Education

  • Bachelor
  • Master

Skills & Qualifications

Technical Skills

  • PyTorch
  • AI models
  • statistical data analysis
  • computer vision
  • representation learning

Soft Skills

  • teamwork
  • interdisciplinary collaboration
  • independent work
  • high quality
  • persistence
  • trusting relationships
  • clear communication
  • attentive listening
  • goal-oriented
  • resilience

Job Description

In the master's thesis "Exploring latent spaces of deep networks for fault analysis in solar cells," you analyze relationships in solar cell manufacturing using state-of-the-art representation learning methods and classical statistical analysis techniques. To support our group "Computer Vision and Machine Learning," we are looking for a student assistant to start as soon as possible, with the opportunity to write a master's thesis, for the following tasks: * You develop AI models to derive meaningful representations from complex data. * You identify connections between production data and measurement data. * You evaluate various statistical analysis methods. * You work with real data and handle outliers and pitfalls. * You regularly interact with colleagues and present your results.

Requirements

  • study natural or engineering sciences, such as computer science, microelectronics, physics, or a comparable field
  • experience in the areas of computer vision, representation learning, and statistical data analysis
  • plan and complete tasks independently and with high quality
  • persistence and do not give up until you achieve the desired results
  • build and maintain trusting relationships
  • express your ideas clearly and listen attentively to others
  • overcome obstacles and setbacks
  • Proficiency with PyTorch and training AI models
  • developed your own models and performed statistical data analysis
  • very good English skills, both spoken and written

Related Field

  • AI & Machine Learning

Related Subfield

  • AI Research

Languages

  • English

Nice to Haves

  • Knowledge in solar cell research
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