Analytic Learning Algorithm Research

Added
10 days ago
Type
Full time
Salary
Salary not provided

Related skills

factor graphs probabilistic graphical models optimal transport information geometry continuous optimization

πŸ“‹ 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

🎯 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)

🎁 Benefits

  • Fully remote team
  • CET timezone alignment
  • Opportunity to work on finance and science applications
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