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TTOD-SOL/README.md

Onoray Davis III

AI/ML Engineer · Industrial Predictive Maintenance · Data Platform Engineering

U.S. Air Force veteran building the predictive systems that monitor the equipment I used to maintain.

Background

I started as a Tactical Aircraft Maintenance Apprentice in the Air Force. I've welded rail equipment for Siemens Mobility, wound coils for industrial motors at Toshiba, run dispatch at UPS, and currently maintain automated material-handling equipment at one of the highest-volume FedEx Ground facilities in the country.

I now build AI systems for the same kinds of equipment I've spent years working on — predictive maintenance, anomaly detection, and operational reliability tooling for high-throughput industrial environments.

I completed the Post Graduate Program in AI & Machine Learning at the University of Texas at Austin (McCombs School of Business) in January 2026.

What I'm Working On

Industrial Intelligence

  • maintenance-intelligence-system — End-to-end predictive maintenance stack with sensor anomaly detection, fault classification, repair-time estimation, and a technician feedback learning loop.
  • precise-anomaly-detection-v01 — Precision-first multivariate sensor anomaly detector designed to minimize false alarms in production environments.
  • downtime-analytics-pipeline-V01 — ETL pipeline computing reliability KPIs (MTBF, MTTR) and failure-mode insights from operational downtime data.

In Active Development (private)

  • Federal Contract Intelligence Platform — Live production application that ingests SAM.gov solicitations, scores them against contractor profiles, and generates customized outreach. Python · FastAPI · PostgreSQL · Vercel · Stripe.
  • Multi-strategy algorithmic trading system — Six-strategy registry with regime gating, multi-source data validation, and a setup lifecycle framework. Currently in paper-trading validation.

What I'm Looking For

Remote AI/ML engineering roles where industrial domain expertise is an advantage — predictive maintenance, reliability, operations intelligence, federal contracting, fintech infrastructure, or anywhere data engineering meets real-world systems.

Eligible for security clearance.

Contact

📍 Brookshire, TX (open to remote) 📧 trusiv1@gmail.com 💼 LinkedIn

Pinned Loading

  1. TTOD-SOL TTOD-SOL Public

  2. maintenance-intelligence-system maintenance-intelligence-system Public

    Predictive maintenance, anomaly detection, and technician feedback learning for high-throughput automated environments.

    Python

  3. federal-contract-intelligence federal-contract-intelligence Public

  4. precise-anomaly-detection-v01 precise-anomaly-detection-v01 Public

    Precision-first anomaly detection system for multivariate sensor data using robust statistics and rule stacking to minimize false positives.

    Python