Analytic Learning Algorithm Research
Tasks
- Analyze learning algorithm properties
- Collaborate with researchers on system integration
- Design learning algorithms
- Develop numerical models for learning systems
- Ensure coherence between mathematical reasoning and software
- Implement research models in code
- Prove algorithm properties
- Translate academic concepts into implementable models
- Validate results with experiments
Perks/Benefits
- Fully remote
- High autonomy
- Publication quality focus
- Research focused team
- Time zone aligned collaboration
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 development | Tractable Density Estimation
Education
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