Researcher β Summer of Science
Comparison of DBSCAN and K-means for motion zone segmentation in video. Full implementation and presentation of a technical paper with findings to the faculty.
Software & ML Engineer
I build everything from production backends
to systems that see the world.
QuerΓ©taro, Mexico.
My name is Bernardo. I am 21 years old and study in QuerΓ©taro.
I am not just a student learning to code β
I build real systems
that run in production, process video in real-time,
and withstand what nobody planned for.
But what matters most to me isn't the stack.
It's the direction.
I want to be the kind of person who builds things that matter β not just someone who knows how to program, but who understands what's worth building and why. A high-impact person. Not just a competent engineer. Something more.
This page is the log.
The work, the evidence.
Comparison of DBSCAN and K-means for motion zone segmentation in video. Full implementation and presentation of a technical paper with findings to the faculty.
Proposal for an interactive progress dashboard and backend modernization of PyGoat. Open source contributions prior to selection: Issue #435 and PR #436.
Gamified parental control mobile app. Designed and developed the entire backend architecture: JWT authentication, reward system, concurrency handling. Deployed on Azure Web Apps with PostgreSQL in production.
Computer vision pipeline for real-time vehicle detection and tracking on CCTV video. WebSocket dashboard for live monitoring focused on sustainable urban mobility.
Mathematical framework for shark habitat prediction using PACE and SWOT satellite data from NASA. Computational modeling on spatial oceanographic data.
API for real-time energy consumption monitoring and analysis. Backend with FastAPI for sensor data processing and alert generation.
Clustering and graph algorithms to optimize the drinking water distribution network of the QuerΓ©taro municipality.
Initiative to found the first AWS Cloud Club at the Faculty of Informatics (UAQ). Workshops on serverless infrastructure with AWS Lambda for the university community.
Autonomous University of QuerΓ©taro (UAQ), Faculty of Informatics. GPA 9.3 / 10. Systems architecture, data structures, mobile development.