Skip to content
View MadisonSnyder-Data's full-sized avatar

Block or report MadisonSnyder-Data

Block user

Prevent this user from interacting with your repositories and sending you notifications. Learn more about blocking users.

You must be logged in to block users.

Maximum 250 characters. Please don't include any personal information such as legal names or email addresses. Markdown supported. This note will be visible to only you.
Report abuse

Contact GitHub support about this user’s behavior. Learn more about reporting abuse.

Report abuse
MadisonSnyder-Data/README.md

Madison Snyder

Data Science Major @ College of Charleston

Featured Projects

Telco Customer Churn Analytics

  • Core Tech: Python, Scikit-Learn, Random Forest, RandomizedSearchCV
  • Impact: Developed a custom ChargesRatio metric to achieve a 78% recall rate for identifying at-risk revenue
  • Analysis: Conducted Learning Curve analysis to ensure model stability and generalization

Data Reconciliation Engine

  • Core Tech: Python, Pandas
  • Impact: Automated inventory auditing between warehouse and sales records to eliminate "ghost stock" discrepancies
  • Significance: Directly addresses data integrity challenges common in the logistics and supply chain industry

Clinical Extraction Pipeline

  • Core Tech: Python, Large Language Models, JSON
  • Impact: Engineered an AI pipeline to transform unstructured medical text into structured, analysis-ready JSON datasets
  • Significance: Showcases ability to handle messy, real-world data and convert it into high-value digital assets

Technical Toolkit

  • Languages: Python, SQL
  • Machine Learning: Random Forest, Model Tuning, Recall Optimization
  • Data Analysis: Pandas, NumPy, Matplotlib, Seaborn
  • Environments: GitHub, Google Colab, VS Code

Popular repositories Loading

  1. customer-churn-prediction customer-churn-prediction Public

    Jupyter Notebook

  2. MadisonSnyder-Data MadisonSnyder-Data Public

  3. clinical-extraction-pipeline clinical-extraction-pipeline Public

    Automated LLM-based clinical note extraction with rule-based validation logic.

    Python

  4. data-reconciliation-engine data-reconciliation-engine Public

    Automated logistics auditing tool for warehouse and sales data reconciliation.

    Python