Analytic Learning Algorithm Research

Tasks

• Collaborate with researchers to integrate insights
• Design and analyze learning algorithms
• Develop numerical analytical models for learning systems
• Ensure coherence between mathematical reasoning and software implementation
• Evaluate findings with rigorous experiments
• Implement research experiments with clean code
• Prove algorithm properties
• Translate academic concepts into implementable models

Perks/Benefits

• Autonomy
• Fully remote work
• Interdisciplinary research impact
• Publication focused research culture

Skills/Tech-stack

Autoregressive models | Continuous Optimization | Density estimation | Factor Graphs | Graphical Models | Information geometry | Machine Learning | Normalizing flows | Numerical analysis | Optimal transport | Probabilistic Circuits | Probabilistic Graphical Models | Research coding | Tractable Density Estimation