PROJECT-NEBULAGRAPH MODULE
NebulaGraph
High-dimensional data visualization.
Creative Tech5 items
Overview
An open-source tool to visualize complex high-dimensional datasets with WebGL. Designed for data scientists to explore clusters and relationships in large-scale data.
Case Study
Problem
Analyzing relationships in datasets with millions of nodes is computationally expensive and visually chaotic with standard DOM or SVG-based tools.
Solution
Developed a custom rendering engine in WebGL and Three.js, offloading coordinate computation to the GPU via GLSL shaders.
Results
- Rendering capacity increased to 1 million data points at 60fps.
- Direct integration with Data Science workflows (Jupyter/Pandas).
- 80% reduction in initial data loading time through binary streaming.
Technologies Used
WebGLThree.jsPythonFastAPINumPy