Analytic Learning Algorithm Researcher

Planting

Completely RemoteFull TimeInformation Technology
Posted 4 days ago

Job description

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

Requirements

  • Advanced degree in Mathematics, Computer Science, or Statistics (PhD or equivalent research experience)
  • Experience with mathematical analysis methods such as optimal transport, information geometry, or continuous optimization
  • Experience with probabilistic graphical models and factor graphs
  • Experience implementing tractable density estimators (normalising flows, autoregressive density models, probabilistic circuits)
  • Ability to translate between equational reasoning and code implementation

About the Company

Planting is building a system that represents domain knowledge as modular probabilistic models to make analysis rigorous and transparent. Our applications span finance and scientific research, including equity valuation and particle physics.

Skills & tools

Machine Learning

What the team is looking for

Use this list as a quick fit check before you apply.

  1. 01PhD or equivalent in Math, CS, or Stats
  2. 02Mathematical analysis methods experience
  3. 03Probabilistic graphical models knowledge
  4. 04Density estimator implementation experience
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