Analytic Learning Algorithm Research

Tasks

• Align mathematical reasoning with software
• Collaborate with researchers on integration
• Design learning algorithms
• Develop learning numerical models
• Document research code
• Implement models in code
• Prove algorithm properties
• Translate academic concepts into models
• Validate findings through experiments

Perks/Benefits

• CET aligned collaboration
• Fully remote
• High autonomy
• Interdisciplinary research
• Publication focus

Skills/Tech-stack

Autoregressive models | Continuous Optimization | Density estimation | Experimental evaluation | Factor Graphs | Graphical Models | Information geometry | Machine Learning | Mathematical proofs | Normalizing flows | Optimal transport | Probabilistic Circuits | Probabilistic Graphical Models | Probabilistic Modeling | Software Engineering | Tractable Density Estimation