3D coordinate regression from RGB
Deep learning models that predict 21-point spatial coordinates from image input, trained on real-world data.
John Stancell
AI and automation engineer. I build systems that translate sensory input into intelligent action: computer vision, 3D reconstruction, remote device control and game AI. Open to full-time, hybrid or freelance work in AI systems, automation or game technology.
Projects
3D mesh inference pipeline
A 2D-to-3D model generation system for 3D printing and industrial modeling.
Remote SpaceMouse control
Middleware that forwards 3Dconnexion SpaceMouse inputs over RDP for remote CAD/CAM.
Factory workflow automation toolkit
Image-based defect detection, real-time feedback and sensor input routing for manufacturing lines.
3D assemblies
Interactive models I have designed in Fusion. Orbit, section, explode and measure them in the browser, and download the files.
Experience
Freelance AI/ML engineer
Self-employed, remote · 2023 – present
- Built PyTorch CNNs that predict 3D XYZ coordinates from RGB images, trained on ground-truth data with 500k+ points.
- Created preprocessing pipelines for high-dimensional datasets (540,000+ float32 entries).
- Engineered 3D reconstruction pipelines from 2D imagery for 3D printing and digital-twin use.
- Built automation tools for industrial clients that detect defects and label objects from live camera feeds.
- Wrote a remote hardware interface that forwards 3Dconnexion SpaceMouse input across RDP for CAD/CAM work.
AI systems developer, co-op ARPG
Side project · 2024 – present
- Designed a dynamic class and combat system for a co-op action RPG.
- Developed NPCs with memory and evolving behavior trees, with room for reinforcement learning.
- Built modular elemental ability interactions that enable combo-based co-op play.
Production support specialist
Global Dental Science, Scottsdale, AZ · 2017 – present
- Trained and supported a network of 200+ dental labs on design software, 3D scanners and printers.
- Wrote SOPs that streamlined production and reduced defects in digital denture manufacturing.
- Operated 5-axis CNC mills, SLA/DLP printers and CAD/CAM workflows.
- Served as QA evaluator and escalation manager for warranty claims and complaints.
Skills
- Languages and libraries
- Python, PyTorch, NumPy, OpenCV, G-code
- ML and AI
- CNNs, coordinate regression, game AI, reinforcement learning concepts
- 3D and vision
- Image-to-XYZ prediction, 3D reconstruction, point-cloud processing
- Tooling
- Custom data loaders, data pipeline engineering, hardware input routing
- Fabrication
- Geomagic, 3Shape, Exocad, AvaDent, Formlabs, DLP/SLA, 5-axis CNC
Education
3-time College Dropout
High school diploma
Harrison High School, Harrison, AR
Contact
Building something that needs to think, adapt or react? I'd like to hear about it.
- jstandrew2012@gmail.com
- Based in
- Mesa, Arizona