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Achievement: StarstruckAchievement: Pull Shark

Achievements

Achievement: StarstruckAchievement: Pull Shark

Organizations

@CWU-VKD-LAB

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AvaAvarai/README.md

"I believe in intuition and inspiration. Imagination is more important than knowledge. For knowledge is limited, whereas imagination embraces the entire world, stimulating progress, giving birth to evolution. It is, strictly speaking, a real factor in scientific research.”
― Albert Einstein

Alice Williams

Double major Bachelor's of Science undergraduate student, former system administrator, & full-stack software developer. Studying Computer Science & Applied Mathematics in my final year while exploring additional courses, next graduate studies in Computational Science with a focus on Visual Machine Learning. Solving problems at the intersection of Machine Learning & Data Visualization by blending computation with human cognition.

Research Interests

Visual Knowledge Discovery, Data Mining, Data Visualization, Natural Language Processing, Automated Decision-Making

Publications

"[Proposal] Visual Boosting in Machine Learning with Human-in-the-Loop"

  • Written by: Alice Williams & Boris Kovalerchuk.
  • Proposed for AI Human Computer Interfaces 2025.
  • Contributions: Visual solution to the 2003 Gödel Prize problem of AdaBoost classifier by visual observation of options for different classifiers before selecting them for boosting allowing alternative ways to build stronger classifiers, including directly building classifiers in a lossless visualization space.

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

  • Written by: Alice Williams & Boris Kovalerchuk.
  • Presented at IV2024 (AI & VKD track) — Best Paper Award.
  • Contributions: Proposed an algorithm for labeled synthetic data generation, addressed data balancing, and showed improvements to classifier performance across 14 standard classifiers.

Technical Experiences

  • Ed-Tech Startups Founder & Co-Founder | Stealth Startups
    Focus: As the Founder of an forming startup I am responsible for everything, as the Co-Founder of a building startup I provide AI/ML consulting.
  • AI/ML Research Assistant | CWU Visual Knowledge Discovery & Imaging Lab
    Focus: Machine Learning, Visual Knowledge Discovery
  • CS & Maths Teaching Assistant | CWU Computer Science & Mathematics Departments
    Courses: Computer Architecture, Algorithm Analysis, Mathematical Computing, Undergraduate CS Course Tutor
  • Full-Stack Software Developer | Contract Projects & Freelance Business
    Automation and business solutions for small businesses and invdividuals
  • Linux Server Administrator | Game Server Startups
    Server setup, updates, backup solutions, software support

Projects & Demos

Let's Connect

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

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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 4 2

  2. JTabViz JTabViz Public

    @CWU-VKD-LAB Multiplatform interactive computational data analysis tool to build visual machine learning models from General Line Coordinate multidimensional lossless visualizations.

    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