Hey I am Dr Daniel!
Machine learning researcher from Spain 🇪🇸 with over 5 years of experience designing and developing artificial neural network models. Expertise in Graph Neural Networks and Generative AI..
Just a peek at what I've been working on!
This is just a teaser of the main topics that I've been working on. To see more about my projects, check out the projects page.
Work experience
PhD Researcher
Aston university 2019 - 2023
Four years honing my skills as a researcher through critical thinking, teamwork, and effective project and time management.
Lab Instructor
Aston university 2020 - 2022
Taught undergraduate computing courses (systems, scripting, web technologies), fostering my ability to share knowledge confidently.
GSoc Mentor
Google Summer 2020 and 2021
Guided two online students through robotics and reinforcement learning projects, fostering their development in these exciting fields.
Deel Learning Knowledge
Models
- Graph Neural Networks (GNN)
- Convolutional Neural Networks (CNN)
- Generative Adversarial Networks (GAN)
- Reinforcement Learning
- Transformers
- Multilayer Perceptron
- Variational Autoencoders (VAE)
Applications in
- Human-Aware Navigation (HAN) with robots
- Human Pose Estimation 3D (HPE)
- Image Generation
- Natural Language Processing
Programming Languages
Python
C/C++
Bash
LaTex
JS/TS
Matlab
SQL
Frameworks and tools
PyTorch
Docker
Numpy
Qt
CUDA
Git
Learning
LLMs
AWS
Astro JS
Education
PhD in Deep Learning in Graph Domains for Sensorised Environments
Aston University
My doctoral research at Aston University explored the exciting intersection of deep learning and graph neural networks (GNNs) in sensorized environments. This thesis investigated three key areas: human-aware robot navigation, human pose estimation, and traffic image generation using GNNs.
Oct 2019 - Dec 2023
Internship in Hong Kong
Hong Kong University of Science and Technology (HKUST)
During my internship, I spearheaded the design and development of a compact robot for disinfecting tables using a synergistic approach of blue and UV light. This innovative solution leverages the Hi-NW technology, a groundbreaking advancement developed by the CBE department of HKUST.
Aug 2017 - Jul 2018
Master's Degree in Electronics Systems for Smart Environments
University of Málaga (UMA)
During my Master's studies, I gained comprehensive knowledge of the methods and technologies employed in smart and sensorized environments. This enriched my understanding of the intricate relationship between hardware and software, enabling me to devise tailored solutions to specific challenges.
Sep 2017 - Jul 2019
Erasmus Exchange in Vilnius (Lithuania)
Vilnius Gediminas Technical University (VGTU)
During my Erasmus exchange program, I delved into a range of electronic-related subjects, including wind and photovoltaic energy systems, electronic converters, and modern electrical engineering. This transformative experience not only expanded my technical knowledge but also significantly enhanced my English proficiency through immersive language exposure.
Sep 2016 - Dec 2016
Master's Degree in Industrial Engineering
University of Málaga (UMA)
This Master's Degree served as a continuation of my Bachelor's studies, providing me with the extensive skillset of an industrial engineer. For my Master's thesis, I conceptualized and implemented a processor architecture for detecting objects slipping over a tactile sensor array using an FPGA.
Sep 2015 - Jul 2019
Bachelor of Science in Engineering in Industrial Technologies
University of Málaga (UMA)
Specialized in automatic and electronic control: Achieved honors in "Integrated Circuits" and earned an A* grade in "Computer Architecture", "Power Electronic", and "Transducers and interface". Bachelor's final thesis titled: "Basic Quadcopter Design with Stabilization Control" was awarded with honors.