Analytic Learning Algorithm Research
Tasks
- Build modular probabilistic architectures
- Collaborate with researchers to integrate insights
- Design and analyze learning algorithms
- Develop numerical and analytical learning models
- Ensure coherence between math reasoning and software implementation
- Implement research code
- Prove algorithm properties
- Translate academic concepts into implementable models
- Validate findings with experiments
Perks/Benefits
- Fully remote work
- High autonomy
- Interdisciplinary collaboration
- Publication Quality Work
- Research focused team
Skills/Tech-stack
Autoregressive models | Bayesian Methods | Continuous Optimization | Density estimation | Factor Graphs | Graphical Models | Information geometry | Machine Learning | Mathematical Analysis | Normalizing flows | Optimal transport | Probabilistic Circuits | Probabilistic Graphical Models | Probabilistic Modeling | Tractable Density Estimation
Education
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