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RORobert Bosch Stiftung GmbH

Master Thesis Graph Foundation Models for Enterprise Knowledge and Reasoning(m/w/x)

Renningen
Full-timeInternshipOn-site
AI/ML
Data Science

Developing graph foundation models for enterprise knowledge and reasoning using internal Bosch documents. Strong academic background in ML and NLP required. Hands-on experience with deep learning frameworks and familiarity with GNNs a plus.

Requirements

  • Master studies in Computer Science or comparable
  • Strong academic background in machine learning and NLP
  • Solid understanding of foundation models and transformer architectures
  • Hands-on experience with deep learning frameworks
  • Familiarity with graph data structures, GNNs, and related concepts is a plus
  • Bachelor’s degree in Computer Science
  • Motivated and research-oriented student
  • Proactive and independent approach to problem-solving
  • Keen interest in problem-solving

Tasks

  • Conduct comprehensive literature review on Graph Foundation Models
  • Analyze benchmarks and datasets for knowledge graph construction
  • Identify key methodologies for link prediction and graph analytics
  • Develop innovative models for knowledge graph construction
  • Experiment with GFM implementation on internal Bosch documents
  • Extract structured entities and relationships from documents
  • Fine-tune or prompt GFMs to infer missing links and relationships
  • Translate natural language questions into formal graph queries
  • Reason over graph pathways for use cases like root-cause analysis
  • Evaluate model performance on academic benchmarks and Bosch datasets
  • Analyze scalability, robustness, and deployment potential of methods

Education

  • Bachelor's degreeOR
  • Master's degree

Languages

  • EnglishFluent

Tools & Technologies

  • PyTorch
  • TensorFlow
  • graph neural networks
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