Analytic Learning Algorithm Research

Tasks

• Analyze learning algorithm properties
• Collaborate with researchers on model integration
• Design learning algorithms
• Develop numerical analytical models
• Document code for research experiments
• Ensure coherence between mathematical reasoning and software implementation
• Implement research code
• Prove algorithm properties
• Translate academic concepts into implementable models
• Validate results experimentally

Perks/Benefits

• CET aligned collaboration
• Fully remote
• High autonomy
• Interdisciplinary research exposure
• Publication focused environment

Skills/Tech-stack

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