Teaching

7 Courses
3 Active courses
1 PhD Theses
11 Master's Theses
1 Bachelor's Theses
Courses

Active

2020 –

Señales Aleatorias

Grado en Ingeniería de Tecnologías y Sistemas de Telecomunicación

Undergraduate Spanish Active
2018 –

Reinforcement Learning

Master's Degree in Signal Theory and Communications

Graduate English Active
2023 –

Procesado Avanzado de Señales y Datos

Grado en Ingeniería y Sistemas de Datos

Undergraduate Spanish Active

Past

2020–2023

Application Projects

Master's Degree in Signal Theory and Communications

Graduate English
2019–2023

Optimization Techniques for Big Data Analysis

Master's Degree in Signal Theory and Communications

Graduate English
2019–2021

Equipos y Sistemas Audiovisuales

Grado en Ingeniería de Tecnologías y Sistemas de Telecomunicación

Undergraduate Spanish
2018–2020
PhD Theses Supervised
2025

Deep Generative Models for Survival Analysis and Synthetic Data Generation in Healthcare

Patricia A. Apellániz

PhD Awarded Accésit in the Best PhD Thesis in International cooperation for sustainable Human Development (2025, UPM)
Master's & Bachelor's Theses

Master's Theses — 11 supervised

11 Total
5 Led to publication
1 Awarded
2023

Development and Implementation of a Financial Market Simulation Environment applied to Investment Policy Formation using Deep Reinforcement Learning

Master
2022

Design and implementation of an efficient navigation system for autonomous underwater vehicles

Master Led to publication
2022

Design and implementation of a reinforcement learning and evolutionary game theory targeted therapy to fight cancer

Master Led to publication
2021

Design and implementation of optimal spectrum assignment for cognitive users with reinforcement learning

Master
2021

Analysis and comparison of methods for denoising single-cell RNA sequences based on autoencoders

Master
2021

Design and implementation of deep learning models for applications in vehicle safety

Master Led to publication
2021

Development and analysis of a Deep Neural Network model for quantifying non-coding DNA functions

Master
2020

Design and implementation of a self-navigation underwater system through Reinforcement Learning

Master
2019

Design and Implementation of a Decentralized Satellite Image Forgery Detection System

Master
2019

Analysis and Implementation of Multiagent Deep Reinforcement Learning Algorithms for Natural Disaster Monitoring with Swarms of Drones

Master Led to publication Awarded Best Master's Thesis in the Remón y Zarco del Valle awards (2019, Cátedra CESEDEN-UPM)
2019

Design and Implementation of an Autonomous Navigation System using Deep Reinforcement Learning

Master Led to publication

Bachelor's Theses — 1 supervised

1 Total
0 Led to publication
0 Awarded
2020

Análisis e implementación de sistemas de comunicaciones mediante Autoencoders profundos

Bachelor