Switzerland Job Openings
SIB Swiss Institute of Bioinformatics
Research Scientist in Semantic Web: Federated Data Interoperability and Query Optimization
Lausanne
CONTRACT
October 25, 2024
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The main activities will be:
- R&D to build a federated query engine that encapsulates interoperable knowledge graphs. This engine will process pre-defined mappings and links across data sources at query execution time. In addition, ideally, the engine will optimise the federated query execution plan.
- R&D to identify and model key metadata for federated data interoperability and query optimization over real-world knowledge graphs.
- R&D on innovative algorithms for semantic data interoperability (e.g., finding links and mappings among knowledge graphs).
- To investigate machine learning approaches, and possibly, fine-tune existing large language models for the tasks of semantic data interoperability and query optimisation.
- Provide a single data access point that masks the complexities of effectively making the knowledge graphs interoperable.
- To contribute and directly collaborate with other researchers in improving our LLM-based system that generates SPARQL queries from plain text.
- Publish and present the resulting work as peer-reviewed articles at conferences and scientific journals.
The position is temporary for 3 years, with the possibility of extension.
- Ph.D. in Computer Science (or in a related field) with maximum 5 years of relevant experience.
- Experience with federated data interoperability and query processing.
- Familiarity with devising and incorporating both Machine Learning and non-Machine learning algorithms in query optimization.
- Semantic Web expertise (e.g., RDF, OWL, SPARQL, SHACL, Sh Ex).
- Software development (e.g., Rust, C++, Python, Java, version control with Git).
- Proven ability to carry out independent research and software development.
- Excellent oral and written communication skills.
- Track record of publications in top-tier conferences and journals.
- Experience with life science datasets is a plus.
- Openness to working and collaborate in a highly interdisciplinary environment.
- Proficiency in English is required. French or German is a plus but not mandatory.
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