Projects
Here is a selection of projects. Click a title to expand fuller details and links.
Quant & Data‑Science Projects
MSc Thesis — Spatio‑Temporal Split Vertical Federated Learning
- Context: Austrian Institute of Technology (EMERALDS EU project) • Supervised by Dr. Anita Graser.
- Goal: Predict mobility time‑series jointly across partners while preserving data privacy.
- Outcome: Vertical‑FL prototype cut MSE 34 % vs. non‑federated baseline; paper accepted at EuroCarto 2024 (95 / ICA Abs 7). Grade 19/20.
Code repo ↗
LSTM Forecaster for Casino Slot‑Machine Demand
- Internship: Grupo Orenes • Murcia, Spain (2022).
- Built an end‑to‑end MLOps pipeline (Airflow + SQL Server + PyTorch) to forecast machine usage across 200+ venues.
- Impact: First predictive model in company; improved staffing accuracy and cut idle energy cost by 12 %.
Lotka‑Volterra Modelling for FX Markets
- Course project (Mathematical Modelling).
- Mapped money‑supply interactions (USD‑EUR‑CHF) to predator–prey dynamics; produced discrete LV variant solvable as linear regression.
- Early results show predictive lift versus ARIMA; full report PDF ↗.
Research & Academic Theses
Fine‑tune BERT for Extractive Summarisation
Implementation of Yang Liu’s paper (ACL 2019) with Sayyor Yusupov.
Demo + write‑up: project page ↗.
BSc Thesis — Finite‑Element Model of Breast Deformation
Developed a C++/deal.II solver to map mammogram to surgical posture; 9.9/10 (honours).
Full report (Spanish): PDF ↗.
BSc Thesis — Willmore Surfaces in Euclidean Space
Differential‑geometry study of Willmore functional; 9.7/10 (honours).
Report (Spanish): PDF ↗.
Applied & Course Projects
BWave – AI‑powered Social Network (Proof of Concept)
Two‑semester BDMA capstone: recommender engine (Collaborative + BERT embeddings) and KPI dashboard.
Details: project page ↗.
Optimising Garbage‑Collection Routes (AMPL + Gurobi)
10 % route‑length reduction for Cehegín (Spain) under worst‑case load.
Report: PDF ↗.
Education Resources
EMJMD BDMA Notes & Mini‑Projects
Lecture notes, cheatsheets, and mini‑projects for the Erasmus Mundus “Big Data Management & Analytics” programme.
Browse notes ↗
Double BSc Math + CS Notes
Repository of coursework, problem sheets, and LaTeX slides from the 5‑year double degree at University of Murcia.
GitHub repo ↗