# Analytic Learning Algorithm Research

**Company:** [PlantingSpace](https://hotfix.jobs/companies/plantingspace)
**Location:** Remote
**Role:** AI Research
**Skills:** Optimal Transport, Information Geometry, Continuous Optimization, Probabilistic Graphical Models, Factor Graphs, Normalizing Flows, Autoregressive Density Models, Probabilistic Circuits
**Posted:** 2025-03-25

> 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.

## Job Description

## 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

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**Apply:** https://hotfix.jobs/jobs/505623a4-262e-44de-a42a-dad750373494
**Canonical:** https://hotfix.jobs/jobs/505623a4-262e-44de-a42a-dad750373494