Turning messy, real-world signals into clear, visual stories — with Python, data, and a dash of 3D.

📍 DC area (from Chicago)
🎓 UT Austin (McCombs) — AI & ML: Business Applications (in progress)
🔭 Interests: data visualization • ML for operations • creative tech (Houdini/Blender)
🔗 LinkedIn: https://linkedin.com/in/bwil82 • GitHub: https://github.com/APT-5A

• Restaurant Turnover — EDA → Baseline ML
  Notebook-first workflow with an HTML export for quick review.
  Repo: https://github.com/APT-5A/restaurant-turnover

• Visualization Patterns
  Reusable snippets for clean plots, small-multiples, and dashboard-ready HTML blocks.

• Creative Tech Experiments
  Houdini dynamics + Python utilities to make simulation results easy to explain.

• Goal: predict turnover risk, highlight drivers, and ship a readable HTML report.
• Stack: Python, Pandas, scikit-learn, matplotlib, HTML export
• Repo → https://github.com/APT-5A/restaurant-turnover

• Goal: opinionated patterns for “explain-as-you-code” notebooks (analysis first, then insight).
• Stack: IPython display, HTML/CSS blocks, pandas profiling-style helpers
• Repo → (coming soon)

• Goal: small utilities & notes that bridge simulations and data storytelling.
• Repo → (coming soon)

1. Show the step (code) → 2. State the takeaway (Observation / Insight block)
   This keeps analysis readable, reviewable, and presentation-friendly.

• Clear sections: Data Intake → QC/Profiling → EDA → Baselines → Validation → Packaging
• Exports: notebook.ipynb and notebook.html (inputs + outputs)

• Python: pandas, numpy, scikit-learn, matplotlib
• Viz/storytelling: HTML-in-notebook blocks, lightweight dashboards
• Ops & data: Git, GitHub Actions (basic), CSV hygiene & reproducible runs
• Creative: Houdini, Blender (geometry nodes), ComfyUI

• Model evaluation beyond accuracy (ROC-AUC, PR curves, calibration)
• Feature importance that doesn’t lie (permutation, SHAP)
• Packaging analysis for stakeholders (one-click HTML/PDF)

• Email: [email protected]
• LinkedIn: https://linkedin.com/in/bwil82
• GitHub: https://github.com/APT-5A

If a repo helps you, open an issue or star it—feedback helps me improve the patterns.