Tutored Projects, Teaching Innovation Projects,...

Here you will find the final projects I have tutored:

Also, you will find the Teaching Innovation Projects I have been involved in.

Masters Projects

Year Author Title
2024/2025
5 Rania Bereksi Reguig Short-term forecasting of electricity consumption using advanced time series techniques
4 Marcos Rivera Gavilán Implementation and validation of interval-based metrics in the context of ordinal classification
3 Francisco Moreno Cano Colectomy survival models: From Cox regression to ordinal classification
2023/2024
2 Pedro J. Torres González Introducing class weights into ordinal regression for dealing with imbalanced problems
2021/2022
1 Rafael Ayllón Gavilán Ordinal classification techniques for time series

Degree Projects

Year Author Title
2024/2025
17 Francisco J. Pérez Castillo Study of new machine learning frameworks and their integration with ordinal classification libraries: application to a wave height prediction problem
16 Álvaro Prieto Barón Integration of the ORBoost algorithm into the ORCA-Python ordinal classification framework
15 Simón Navarro Moral Use of Machine Learning for early prediction of volcanic eruptions
14 Ángel Fernández Caravaca Prediction of the Initial State in Conway’s Game of Life
13 Manuel J. Mariscal Romero Comparative study of machine learning methods in malware detection
2023/2024
12 Laura Martín Lozano Scientific programming in Python for physics undergraduate students
11 Victoria Pradas Laguna Sales forecasting: a holistic approach with time series and machine learning
10 Cristian Torres Pérez de Gracia Development of KDLOR, SVC1V1 and SVC1VA ordinal sorting algorithms for ORCA-Python
9 Antonio F. Espejo Santofimia Kickboxing tourney: web application for the administration of kickboxing competitions
2022/2023
8 Manuel J. Cabrera Delgado Integration of CSSVC algorithm and regression algorithm wrapper in ORCA-Python
7 Alberto Adamuz Priego Stealthy Spy, a platform game for Android devices
2021/2022
6 Antonio Ramírez Pareja GoRegister: web application for the control and management of attendance at events
5 Jesús Bueno Ruiz OrdClass: web application for the analysis of ordinal classification problems
2020/2021
4 Adrián López Ortiz Artificial Neural Network Training Algorithms for the Orca-Python Library
2019/2020
3 Victoriano Pedrajas Fernández Recovering Time Series: application to Wave Height Problems
2018/2019
2 Pedro J. Villalón Vaquero Machine learning applied to the survival analysis in liver transplantation
2017/2018
1 Miguel Díaz Lozano Development of a Python framework for time series prediction using machine learning algorithms

Teaching Innovation Projects

Capture the flag: challenge-based learning in Programming and Systems Administration (2025/2026)

Introducing fairness, accountability, transparency and ethics (FATE) in artificial intelligence training with an emphasis on a gender perspective (2022/2023)

Hackathon on Machine Learning applied to Life Sciences (2020/2021)

Combined use of the Flipped Classroom pedagogical model, the collaborative learning technique collaborative learning technique Jigsaw and gamification through applications such as Kahoot! or Plickers (2019/2020)

Raising the profile of data science professionals through dynamic, competition-based and a working group on machine learning (2018/2019)