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charlielucas/README.md

Charlie Lucas

Machine learning engineer focused on building reliable systems around data and model outputs.

I like work where quality is visible: explicit thresholds, useful review queues, lineage, reconciliation, and numerical validation. My projects turn messy data and technical assumptions into workflows that are testable, inspectable, and safe to change.

Start here

  • SKU Sleuth: an auditable batch-classification pipeline with fail-closed quality gates, schema-drift detection, lineage, and post-load reconciliation.
  • Orbital Mechanics Simulation: a NumPy and RK4 astrodynamics implementation with quantitative two-body and J2 validation, reproducible plots, and machine-readable evidence.
  • Weekmark Household Lab: a privacy-first decision-support dashboard with a 13-week cash runway, exception signals, deterministic synthetic data, and documented model guardrails. Live demo

What I work on

  • Applied machine learning and data products
  • Evaluation, data quality, lineage, and human review
  • Decision-support dashboards and transparent financial modeling
  • Scientific computing for aerospace and transportation

All public projects use synthetic or illustrative data. They include no employer code or private datasets.

Pinned Loading

  1. sku-sleuth sku-sleuth Public

    Synthetic product classification pipeline with quality gates, schema drift detection, lineage, batch diffs, and reconciliation

    Python

  2. orbital-mechanics-simulation orbital-mechanics-simulation Public

    Deterministic orbital propagation with quantitative two-body and J2 validation

    Python

  3. award-availability-scanner award-availability-scanner Public

    Python workflow for normalizing and ranking award availability API records.

    Python

  4. travel-planning-dashboard travel-planning-dashboard Public

    Local-first travel planning dashboard with route, schedule, and planning checks.

    CSS