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Using Generative AI for Image-Based Mental Health Mindfullness

Supervisor: Lotfi Ben Romdhane

Student: Emna Othmen

Started on: 26/09/2024

Enhancing Retrieval-Augmented Generation (RAG)-Based Personalized Mindfulness Cognitive Therapy with a Reranking Approach

Supervisor: Amine Boufaied

Student: Eya Karbia

My research focuses on the development of an intelligent chatbot for mental health support, particularly mindfulness. I leverage Retrieval-Augmented Generation (RAG) systems combined with Large Language Models (LLMs), with an enhanced retrieval process through an emotional reranking strategy, in order to provide more relevant and empathetic responses

Started on: 26/09/2024

Using large languge Models for gene Annotation

Supervisor: Mehdi Azaouzi

Student: Ghada Ayadi

My thesis focuses on the use of Large Language Models (LLMs) for functional gene annotation. The aim is to develop an approach capable of automatically predicting the biological functions of genes from their sequences, leveraging biomedical corpora. This method seeks to improve the accuracy, speed, and scope of genomic annotation, thereby contributing to a better understanding of biological processes and the advancement of precision medicine.

Started on: 26/09/2024

An LLMs-based Chatbot for Mental Health

Supervisor: Lotfi Ben Romdhane

Student: Tweylib Cheikh Tidjani

My master’s thesis focuses on the use of Large Language Models (LLMs) in the field of mental health. This work explores the integration of emotional information into the attention mechanism of LLMs in order to enhance their understanding of human language in a psychological context. The study is based on a technical adaptation of Transformer-based architectures to sensitive mental health data.

Started on: 30/09/2024

Genome Variant Classifation Using Large Language Models

Supervisor: Youssef Gamha

Student: Asma Mnafki

This project aims to develop a model based on Large Language Models (LLMs) for the classification of genomic variants. The objective is to improve the accuracy of genetic diagnosis through the automatic interpretation of mutations. This work falls within the fields of personalized medicine and bioinformatics.

Started on: 26/09/2024

Recherche d'information pertinentes basé sur les réseaux sociaux

Supervisor: Youssef Gamha

Student: Ibtihel Lachaal

Mon sujet de recherche porte sur la conception d’un système intelligent de Recherche d’Information Pertinente à partir des données issues des réseaux sociaux. En combinant les techniques de Retrieval-Augmented Generation avec l’exploitation de ces sources sociales

Started on: 26/09/2024