Ziang Liu, CS PhD @ Brown University
I design interpretable, unsupervised machine-learning and visualization methods that uncover structure in high-dimensional scientific data.
I love graphics, machine learning and unravelling the secret of nature.
Skills
Programming
Python, C/C++, C#, Cuda, Javascript
Tools
Jupyter, Qt, Unity, Solidworks
Graphics
Visualization, Simulation, OpenGL
Machine Learning
Classic ML, Deep learning, Neural fields
Education
2023-now
Brown University
- Ph.D. Computer Science
2021-2023
Brown University
- Sc.M. Computer Science
2016-2020
Shanghai Jiao Tong University
- Sc.B. Mechanical Engineering
Research
Global Ecosystem Dynamics Investigation
Ecosystem structure influences aboveground biomass storage, influences the global carbon cycle, and supports the provision of food and habitats for humans and other species.
I develop methods for GEDI data to quantify ecosystem structure variability.
Diffusion MRI
Brain microstructure is challenging to characterize due to the complexity of MRI signals and the delicate structure of brain tissues.
I study the complate profile of MRI signals to extract features of microstrutures for segmentaion and leision detection.
Projects
Contacts