Projects Portfolio

Effective Machine Learning Techniques for Non-English Radiology Report Classification: A Danish Case Study

Challenging classification task on non-English language with a complex annotation protocol.

Results published at the journal AI.

Keywords: Language modeling for Healthcare, Radiology Reports

Deep Learning Methods for the Segmentation of White Matter Hyperintesities

MSs thesis project. Automatic segmentation method for medical imaging analysis. Segmentation of age-related white matter hyperintesities as a biomarker of cognitive decline and mortality.

Results published and presented at MIDL2023.

Keywords: Deep Learning, Medical Imaging Analysis

Multimodal representation learning of brain pathology

Method for learning features of pairs of magnetic resonance images of human brains and their respective medical report.

Keywords: Information Retrieval, Multi-modal learning, Computer Vision, Natural Language Processing (NLP), Brain Pathology

R0(t) Covid-19 in Italy

BCs thesis project. Development of a tool to study COVID-19 contagiousness via R0(t) in Italy at national, regional and provincial level

Used technologies: Python, R

Convolutional Neural Networks for Binary Image Classification

MCs course project. Implementation of a neural network to solve a binary image classification task.

Used technologies: Python, TensorFlow, TFRecords

PySpark Job on LastFM data

Big Data PySpark Job on a Data Lake

Used technologies: Google Cloud Storage, PySpark, APIs

Speech Emotion Recognition

End-to-end multiclass semi-supervised classification of human speech.

Used technologies: TensorFlow, Keras

Cis-Regulatory Regions Classification

Used technologies: Python, TensorFlow

LunaPark Simulation

Used technologies: AnyLogic

I will be a project!

Used technologies: personal growth

I will be a project!

Used technologies: personal growth