Related skills
factor graphs probabilistic graphical models optimal transport information geometry continuous optimizationπ Description
- Develop numerical-analytical models of learning in our system
- Connect our research to existing literature
- Prove properties of algorithms and design experiments to validate results empirically
- Leverage the expertise of other team members effectively
- Write clean and well documented code
- Help other team members to deliver on their goals
π― Requirements
- Develop mathematical analysis methods (optimal transport, information geometry, optimization)
- Analyze probabilistic graphical models, including factor graphs
- Implement tractable density estimators (normalising flows, autoregressive density models, probabilistic circuits)
- Translate equational reasoning into code
- Advanced degree in Mathematics, Computer Science, or Statistics (PhD or equivalent)
π Benefits
- Fully remote team
- CET timezone alignment
- Opportunity to work on finance and science applications
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