Just a guy who loves drinking coffee and doing some machine learning stuffs. My motto is: "All models are wrong, but some are useful". I hope to develop useful ones.
Areas of Interest
Machine Learning
Experience with regression, classification, clustering, and dimensionality reduction. Skills in hyperparameter tuning and predictive modeling.
Deep Learning
Experience with artificial neural networks such as CNNs and vision transformers. Skills in data augmentation, regularization, and optimization.
Natural Language Processing
Experience with multiple NLP models and techniques: from frequency-based approaches to Doc2Vec, embeddings, and Large Language Models like GPT and T5.
Data Visualization
Experience in creating clear and engaging visualizations, including reports, dashboards, and interactive tools to communicate data insights.
Data Management
Experience in designing and maintaining databases, writing SQL queries, and implementing data models. Skills in data cleansing and preprocessing.
Web Development
Experience in building modern, responsive, and visually appealing web applications. Skills in front-end and back-end web development.
GIVA is a vocal assistant that combines speech recognition and text-to-speech with the capabilities of GPT. Prompts are engineered so that GPT provides outputs that are short and adapted to be converted to audio.
NLP project focused on the Semantic Representation of text. Different techniques are proposed and compared, and a final web app classifies comments on demand.
Data Integration project focused on theme park accident analysis leveraging Semantic Web and Linked Data technologies. A web app with interactive visualizations allows the exploration of the results.