Analytic Learning Algorithm Research

Tasks

• Collaborate with researchers to integrate insights
• Design learning algorithms
• Develop numerical models for learning systems
• Ensure coherence between mathematical reasoning and software implementation
• Implement probabilistic model components
• Prove algorithm properties
• Translate academic concepts into implementations
• Validate results with experiments
• Write clean, well-documented code

Perks/Benefits

• Fully remote work
• High autonomy
• Intellectual growth
• Publication quality work focus
• Research focused team

Skills/Tech-stack

Autoregressive models | Continuous Optimization | Density estimation | Factor Graphs | Graphical Models | Information geometry | Machine Learning | Mathematical Analysis | Normalizing flows | Optimal transport | Probabilistic Circuits | Probabilistic Graphical Models | Probabilistic Modeling | Programming | Tractable Density Estimation