Computer Vision+120k patches processed
Isotropic 3D Bio-Imaging Reconstruction
CycleGAN architecture in PyTorch for unpaired image-to-image translation, correcting anisotropic distortion in tissue microscopy datasets.
Projects & Research
Selected developments in Scientific Machine Learning (PINNs), Computer Vision, AWS cloud infrastructure, and mathematical modeling. Click on any project to explore its technical case study.
Machine Learning99% Sensitivity (Recall)
Pneumonia Detection with Transformers (CheX-DS)
Hybrid DenseNet121 + Swin Transformer in PyTorch with weighted asymmetric loss, achieving 99% recall on chest radiographs.
SciML / PINNsScientific Cloud Deployment
PINNs & SciML Laboratory on AWS
Physics-Informed Neural Networks for PDEs (1D Burgers, 2D thermal diffusion, Navier-Stokes) with FastAPI microservices and AWS EC2 deployment.
Cloud & MLOpsProduction with Random Forest
Energy Demand & Generation Forecasting Hub
Comparative regression pipelines (Random Forest, XGBoost) in Python and R with modular continuous training, served via FastAPI and Streamlit.
DivulgaciónGagarin Day 2026 Contest
Mathematical Animations & Gagarin Day
Scientific outreach narratives and orbital mechanics animations programmed in Python with Manim, commemorating Yuri Gagarin and the Artemis II mission.