Linghui Luo

Aug 21, 2023 | amazon.science | Linghui Luo |Shubha Gargava

Building quality software tends to follow a familiar routine for most developers. You write code on your computer within an integrated development environment (IDE), and then, to check for any security flaws, you upload it to a central repository and run a security scan. The results appear on a dashboard in your web browser, separate from the IDE. Linghui Luo was asked to rethink this workflow during a five-month internship at Amazon Web Services (AWS) in 2020.

Jul 18, 2023 | amazon.science | Xiang Song |Linghui Luo |Shubha Gargava

Arpandeep Khatua, Vikram Sharma Mailthody, Bhagyashree Taleka, Tengfei Ma, Xiang Song, Wen-mei Hwu Download Copy BibTeX GitHub Copy BibTeX Graph neural networks (GNNs) have shown high potential for a variety of real-world, challenging applications, but one of the major obstacles in GNN research is the lack of large-scale flexible datasets.

Jul 13, 2023 | amazon.science | Linghui Luo |Shubha Gargava

The computational notebook is an interactive, web-based programming interface based on the concept of a lab notebook. Users can describe the computations they’re performing — including diagrams — and embed code in the notebook, and the notebook backend will execute the code, integrating the results into the notebook layout. Jupyter Notebook is the most popular implementation of computational notebooks, and it has become the tool of choice for data scientists.