Projects

Here's a collection of projects I've worked on. These showcase my skills in different technologies and my approach to solving various problems in software development.

Multichannel 1D Foundational Model for PSG signals

Multichannel 1D Foundational Model for PSG signals

A versatile model that empowers doctors to perform various downstream tasks using any type of PSG signal, including EEG, EOG, and EMG.

Technologies:

PythonPyTorchMachine LearningDeep Learning+2 more
LLM for Educational Assistance

LLM for Educational Assistance

A generative language model that answers student questions on various EPFL topics with enhanced accuracy through DPO and RAG techniques.

Technologies:

PythonTinyLlamaRAGDPO+3 more
CNN 3D Model for Physiotherapy Exercises Classification

CNN 3D Model for Physiotherapy Exercises Classification

A model that achieved more than 90% accuracy in classifying physiotherapy exercises and detecting errors, currently used by SMS Lab at ETH Zürich.

Technologies:

Python3D CNNComputer VisionPyTorch+2 more
IdEst Academy E-Learning Platform

IdEst Academy E-Learning Platform

Technical platform and content for IdEst Academy that contributed to over €100k in revenue in 2024.

Technologies:

Web DevelopmentE-LearningContent CreationVideo recording
Cellular Network Optimization

Cellular Network Optimization

A project that won awards for Best Digitization Project in Madrid Region and Best Project by a Young Entrepreneur in 2022.

Technologies:

PythonPyomoOptimizationData Analytics+2 more
OCR System for Document Processing

OCR System for Document Processing

An OCR system developed for Endesa, Spain's largest energy company, saving over 75% in document processing time.

Technologies:

PythonTesseractYOLOOpenCV+2 more