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gderiddershanghai/README.md

Hi, I’m Ginger de Ridder

I'm a data scientist / AI engineer in Shanghai. I recently completed an MS in Computational Data Analytics "Data Science" at Georgia Tech (4.0 GPA), after ten years in international education — recruitment, teacher training, and co-founding two small schools in Shanghai (~35 staff).

I work on applied ML and AI systems around language, audio, and education. I've built tools for students, educators, and a few non-education clients. Across several GPT-based test-prep apps for Georgia Tech and other courses, there have been roughly 8,000 sessions from students.


Learning & Study Tools

These were mostly built to help myself and others prep for Georgia Tech's OMSA/OMSCS exams. Also includes IBDP Economics prep app.

Project Description Live / Repo
ISYE 6501 Midterm Prep App Streamlit app with GPT-generated multiple choice and open-ended questions. Used a few thousand times by fellow students. demorepo
GT Test-Prep Tools Collection of similar apps for other courses (e.g. MGT 6203, CS 7643, ISYE 6740). repo

ML Projects

Most of these involve classification, ranking, or evaluation.

Project Description Link
Birdsong Classifier (ChirpID) Classifies ~30 bird species using VGG16 on Mel spectrograms. Deployed with FastAPI on Google Cloud Run (archived). demorepo
Deepfake Detector Compares model robustness to diffusion-generated fakes (CLIP/Xception/SPSL + LoRA vs full fine-tuning). paperrepo
Essay Scorer Longformer + CatBoost pipeline for scoring essays in 100-word chunks. Includes QWK evaluation. paperrepo
RV List-Price Model Gradient-boosted model to predict suggested list prices for a multi-location RV dealer. Cleaned and joined internal inventory, vehicle-spec feeds, and scraped competitor listings; engineered pricing and calendar features; achieved ≈2% MAPE on suggested selling price. report

Dashboards & Data Tools

Project Description Live / Repo
Stock-Tweet Sentiment Dashboard 5 million tweets processed with BERTweet. Backend in FastAPI, frontend with D3. demorepo
Nurse Retain Lab Interactive Streamlit app: users train models on synthetic attrition data, choosing features, sampling methods, and algorithms. demorepo

Other Stuff

Project Description
FlyingEnglish-Shanghai.com Static site I built and deployed for the language school I co-founded. GitHub Pages + Porkbun domain. Still live, still used.

If you’re working on something similar — or something weird — feel free to reach out. Open to collaborations, freelance projects, or ideas that break things in interesting ways.

Pinned Loading

  1. ISYE6501_Test_Helper ISYE6501_Test_Helper Public

    Python 26 4

  2. chirpUI chirpUI Public

    chirpUI

    Python

  3. Team_4_streamlit Team_4_streamlit Public

    Jupyter Notebook

  4. gt_test_prep gt_test_prep Public

    Python 3 4

  5. dva_team173_frontend dva_team173_frontend Public

    JavaScript

  6. adrianprayoga/deep-learning adrianprayoga/deep-learning Public

    Python