Analytic Learning Algorithm Research

Tasks

• Collaborate with researchers to integrate insights
• Design and analyze learning algorithms
• Develop numerical and analytical models for learning systems
• Ensure coherence between mathematical reasoning and software implementation
• Implement probabilistic models in code
• Maintain clean documented code for experiments and deployments
• Prove algorithm properties
• Translate academic literature into implementable models
• Validate findings through experimental evaluation

Perks/Benefits

• Fully remote
• High autonomy
• Interdisciplinary research
• Publication opportunity
• Research focused team

Skills/Tech-stack

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