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PlantingSpacePlantingSpaceUnited States

Analytic Learning Algorithm Research

We are seeking full-time researchers to develop and analyze learning algorithms for a system that represents domain knowledge as modular probabilistic models. The role involves theoretical problems with immediate implementation applicability in finance and scientific research.

Salary not listed
RemoteAI Research

About the role

Useful experience

  • Development of mathematical analysis methods, for example: optimal transport, information geometry, continuous optimization methods
  • Analysis of probabilistic graphical models, including factor graphs
  • Implementation of tractable density estimators (normalising flows, autoregressive density models, probabilistic circuits)
  • Translation between equational reasoning and code implementation
  • Mathematics, Computer Science, or Statistics advanced degree (with PhD or equivalent research experience)

Responsibilities

  • 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

Skills

Optimal TransportInformation GeometryContinuous OptimizationProbabilistic Graphical ModelsFactor GraphsNormalizing FlowsAutoregressive Density ModelsProbabilistic Circuits

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