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Alessio Serra's Projects

cephfilemanager icon cephfilemanager

Implementation of a Distributed File Storage System based on Ceph following a Service-Oriented Architecture approach and accessible with a REST API

covidtracker icon covidtracker

Implementation of a hierarchical network to gather and process data related to the Covid-19 pandemic from multiple hospitals, utilizing middleware technologies such as the Glassfish server, Java Message Service (JMS) for communication, and Enterprise Java Beam (EJB).

fakenewsdetection icon fakenewsdetection

This project explores both Transfer Learning and Feature Extraction for obtaining contextual word embeddings using BERT-family model to solve a problem related to the Fake News Detection task, i.e. Stance Detection.

federateddbscan icon federateddbscan

Implemention of the DBScan clustering algorithm with Federated Learning setting. The goal is to enable distributed clustering of data across multiple nodes in a decentralized network, preserving the privacy of the individual data points.

lit-gpt-fork icon lit-gpt-fork

Hackable implementation of state-of-the-art open-source LLMs based on nanoGPT. Supports flash attention, 4-bit and 8-bit quantization, LoRA and LLaMA-Adapter fine-tuning, pre-training. Apache 2.0-licensed.

pagerank icon pagerank

Implementation of the MapReduce PageRank algorithm using the Hadoop framework in Java and the Spark framework both in Python and in Java.

smartpool icon smartpool

Smart Pool is an application for the automatic and intelligent management of swimming pools remotely through the use of sensors and actuators and IoT protocols.

t4sa-2.0 icon t4sa-2.0

This project creates the T4SA 2.0 dataset, i.e. a big set of data to train visual models for Sentiment Analysis in the Twitter domain using a cross-modal student-teacher approach.

transformers icon transformers

🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.

unimusic icon unimusic

UniMusic is an application that aims to simplify and enhance the song discovery and management experience for its users. With this platoform users can find and access official sources of songs on the internet, e.g. YouTube and Spotify, through links provided by the application.

voicevibes icon voicevibes

VoiceVibes presents a solution for speech emotion recognition, featuring six innovative AI model architectures designed to accurately categorize emotional expressions conveyed through speech.

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