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277 followers · 666 following
  • Central Washington University
  • Ellensburg, Washington
  • 12:30 (UTC -07:00)
  • LinkedIn in/a-williams-tech

Organizations

@CWU-VKD-LAB
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AvaAvarai/README.md

Hello, I'm Alice. Welcome to my GitHub profile!

About Me

I'm a passionate programmer in my last year of dual B.Sc. degrees in Computer Science and Applied Mathematics. I'm planning graduate studies in Computational Science with a focus on Visual Machine Learning.

Research Interests

  • Visual Knowledge Discovery
  • Data Mining
  • Data Visualization
  • Deep Learning
  • Natural Language Processing

First Paper Authored

"Synthetic Data Generation and Automated Multidimensional Data Labeling for AI/ML in General and Circular Coordinates"

  • Presented at IV2024, AI&VKD track.
  • Proposed an algorithm for generating quality labeled synthetic data.
  • Demonstrated algorithm's effectiveness for data balancing and outlier management.
  • Improved classifier performances with synthetically augmented data.

Relevant Work History

  • Research Assistant at CWU Visual Knowledge Discovery and Imaging Lab
    • Focus on Machine Learning and Visual Knowledge Discovery.
  • Tutor for Computer Science
    • Specializing in algorithm analysis and course preparation.
  • Teaching Assistant for Python and Computer Science
    • Covering fundamentals, data structures, algorithms, mathematical computing, and computer architecture.
  • Full-Stack Developer for contract projects
    • Focus on automation for small businesses to enterprises.
  • Website and Web Application Developer
    • Developed for various small businesses and entrepreneurs.
  • Linux Server Administrator
    • Managed server setup, updates, and backup solutions for multiple game server startups.

Demo for University Course Developed Web Projects

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  1. DCVis DCVis Public

    @CWU-VKD-LAB research project to build visual machine learning models with multidimensional visualizations and interactive classification tools.

    Python 5 2

  2. EmbedQA EmbedQA Public

    Local semantic embedding-based system for cited question answering from .pdf, .md, & .docx files with visualizations.

    Python 3

  3. gan_gen gan_gen Public

    Synthetic data generation experiments with GANs to compare prominent results including CTGAN with lossless VKD.

    Python 1

  4. VKD_Tools VKD_Tools Public

    Visual Knowledge Discovery tools for interactively visualizing, exploring, and identifying complex n-D data patterns in multivariate CSV data, to visualize machine learning classifier models.

    Python 6 1

  5. Java-Parallel-Coordinates-Vis Java-Parallel-Coordinates-Vis Public

    Java Parallel Coordinates Visualization Tool, to visualize multidimensional/multivariate CSV data with Java Swing.

    Java 1 1

  6. jtabviz jtabviz Public

    JTabViz: Java Tabular Visualization Toolkit with data augmentation and classification features with visual discovery by heatmap and Parallel Coordinates.

    Java 1