Data Scientist
ISCI
Apr 2025 - present
Real-time CV pipeline for UOCT across 50 RTSP cameras at 25 FPS. YOLOv11 + ByteTrack; 96.3% counting accuracy; speed error reduced from 40% to 9.3%.
PythonPyTorchDockerGoogle CloudRabbitMQ
Data Scientist and M.Sc. Candidate at PUC Chile. I work on computer vision, multimodal deep learning, and edge-to-cloud deployment.
I also build full-stack software with React, Next.js, Electron, and Node.js. I care about ML systems that move from prototype to operation: cameras, queues, cloud, edge, and measurable performance.
Featured Projects
FUSA-Net
Cross-modal retrieval between sheet music and audio with contrastive learning.
PyTorchtransformersCCA
self-role-prompting
Zero-shot strategy where the model selects its reasoning role before solving the task.
PythonOpenAI APILLMNLP
llm-data-augmentation-recsys
Synthetic LLM-based data augmentation for recommender systems.
PythonOpenAI APIALS/BPRMAP@10
sequential-finetuning-paths
Benchmark of six fine-tuning paths for TinyLlama 1.1B.
PyTorchQLoRAAxolotl
LUMinCity
Cross-platform desktop platform for urban simulation and territorial evolution scenarios.
ReactNext.jsElectronNode.js
UOCT Vehicle Monitoring System
Real-time CV pipeline with YOLOv11 and ByteTrack over 50 RTSP cameras.
PythonPyTorchDockerGoogle Cloud
Experience
Software Engineer
Freelance
Apr 2025 - present
LUMinCity, a cross-platform desktop platform for urban simulation and territorial planning. Successor to CUBE Land and mu-Land, used by agencies in the United States and Africa.
ReactNext.jsElectronNode.js
Data Scientist
WOLKE
Oct 2024 - Mar 2025
Water monitoring in mining with ML and computer vision. U-Net segmentation over Sentinel-2 imagery with 94.4% IoU.
PyTorchscikit-learnOpenCV
IoT Developer
Manglar Labs
Dec 2023 - Feb 2024
IoT device for livestock monitoring with satellite transmission.
ESP32-S3LoRaWANC
News
Sep 2024: 1st place at Data Challenge in the Cloud, a hackathon hosted at Google Chile with sponsorship from Kaggle and Le Wagon.