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It looks like magic
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It looks like magic
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@CWU-VKD-LAB

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AvaAvarai/README.md

Alice Williams

Welcome to my GitHub, I’m Alice, a double major B.Sc. student studying Computer Science and Applied Mathematics where I am in my final year, but exploring additional courses, before diving into graduate studies in Computational Science with a focus on Visual Machine Learning. I thoroughly enjoy solving problems at the intersection of Machine Learning and Data Visualization by blending computation with human cognition.

Research Interests

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

Recent Publications

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

  • ArXiv Preprint
  • Presented at IV2024 (AI & VKD track) — Best Paper Award
  • Contributions: Proposed a novel algorithm for labeled synthetic data generation, improving data balancing and classifier performance.

Relevant Experience

  • Research Assistant | CWU Visual Knowledge Discovery & Imaging Lab
    Focus: Machine Learning, Visual Knowledge Discovery
  • Teaching Assistant | Python & Computer Science
    Courses: Data Structures, Algorithms, Mathematical Computing, Computer Architecture
  • Full-Stack Developer | Contract Projects
    Automation solutions for small businesses and enterprises
  • Linux Server Administrator | Game Server Startups
    Server setup, updates, backup solutions

Projects & Demos

Let's Connect

I'm always open to discussing new projects or opportunities. Feel free to reach out!

Pinned Loading

  1. DCVis DCVis Public

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

    Python 4 2

  2. JTabViz JTabViz Public

    Multiplatform Java toolkit for visual-driven analysis of tabular data via multidimensional visualizations, feature engineering, data augmentation, classification rules, and case hiding.

    Java 1

  3. LocalDocRAG LocalDocRAG Public

    Local semantic sentence embedding Reader-Answerer model for Retrieval Augmented Generation (RAG) of cited question answering from .pdf, .md, & .docx files using small language models.

    Python 3

  4. IndimensionalYoutube IndimensionalYoutube Public

    Shuffles and plays random YouTube videos from our dimension, shuffle by user-defined or randomly selected search term from a dictionary file.

    Python 1

  5. 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 7 1

  6. 3D-Histo 3D-Histo Public

    Multidimensional visualization of data histograms

    Python 3