Research title: Interactive, animated representations of probabilistic models
My research lab is situated within the Inference, Dynamics and Interaction research group.
My research focuses on the creation of novel representations of probabilistic models that incorporate animated and interactive visualizations for the communication of the uncertainty about the true value of the model's variables. The research question that I will try to answer in the contexts of this research will be whether these novel representations of probabilistic models help people better understand and interpret models and make explainable and rational decisions.
Import outcome of my research so far is the Interactive Probabilistic Models Explorer (IPME) tool - available here.
- Bayesian Probabilistic Models
- Probabilistic Programming Languages (PyMC3, Stan)
- Interactive visualizations
- Decision-making under uncertainty
- EPSRC Scholarship 2018: My PhD studies are funded by the "Closed-Loop Data Science for Complex, Computationally- and Data-Intensive Analytics, EPSRC Project: EP/R018634/1".
Graduate Teaching Assistant
2019 - 2020
- Information Retrieval (H/M) - COMPSCI5011 (only marking support)
2020 - 2021
- Data Fundamentals (H) - COMPSCI4073
- Systems Programming (H) - COMPSCI4081
- Introduction to Data Science and Systems (M) - COMPSCI5089
- Deep Learning (M) - COMPSCI5085
- Object-Oriented Software Engineering 2 - COMPSCI2008