
From data
to something that works.
Computer vision, AI agents, and data systems. I connect models, software, and infrastructure on AWS.
Explore projects / COMPUTER VISION
Computer vision. In action.
Eight demonstrations. Choose one to explore it.
Person and phone
Object/person detection and association. Does not establish distraction or an infringement.
Could not load the video. Open the clip file instead.
Processed samples and real captures. Results from each scene.
KUIDDA / SOFTWARE & CLOUD
Impact also comes
from within.
Migration from Python to Go, microservice optimization, and cloud architecture improvements.
Python
Go
AWS
in production costs
Documented result from my professional experience at KUIDDA.02 / GAPTURE × KUIDDA
From seeing
to counting.
Products and potential gaps, on the real photo. See what changes when detections appear.
Gapture is a team project. My contribution: data analysis and preparation. Original photos and model output; not live inference.

04 / 3D VISUALIZATION / CAMERAS
Before installing,
change perspective.
Explore three vehicles, cameras, and their fields of view. Drag to see a different angle.

05 / NEXQORI / CONVERSATIONAL AI
Conversation
is an interface too.
Voice, data, and actions with human review. A team prototype for the Factored hackathon.
My role: team leadership and integration of AI, backend, and deployment. Prototype captures with synthetic data.
BRYAN MACHUCA / AI & DATA ENGINEER
From the model
to the experience.
I am Bryan Machuca, a mechatronics engineer from UNI. I have nine years of experience using Python, and my current work focuses on computer vision, applied AI, and data systems.
I have worked with video, sensors, data platforms, and business software. That combination helps me understand the whole system, from data quality to the experience of the person using it.
Python
Go
OpenCV
LangGraph
AWS
Spark / Data
THE NEXT STORY
What comes
next?
An idea, a technical challenge, or an opportunity. Tell me what you have in mind.
bryan.machuca.h@gmail.comLet’s talk about a project ↗
