SelmaKhelili/Smoking-cessation-Algerian-LLM_Rag

Domaine:

natural language processinghealthcare

Créateur:

Sel

Hôte:

Smoking prevention mobile app with Atlas 2B finetuned to Algerian Darija trained on smoking data # 🚭 SAI - Smoking Addiction Initiative ### AI-Powered Mental Health & Smoking Cessation Platform *Leveraging NLP, RAG, and Fine-tuned Language Models for Arabic-speaking users* Features • Architecture • ML/NLP • Setup • Demo --- ## 📖 About **SAI** is an intelligent mobile application designed to support smoking cessation for Arabic-speaking users. The app combines behavioral tracking, personalized content, and an AI-powered chatbot to provide comprehensive support throughout the quitting journey. ### 🎯 Problem Statement Smoking cessation apps often lack: - **Arabic language support** with proper dialectal understanding - **Intelligent conversational AI** that understands context and intent - **Personalized, evidence-based** content delivery - **Holistic mental health** tracking alongside cessation progress ### 💡 Solution SAI addresses these gaps through: - **Fine-tuned Arabic LLM** (Atlas model with LoRA) trained on smoking cessation data - **RAG-powered chatbot** with semantic search and intent classification - **Multi-modal tracking** (mood, sleep, cravings, smoking frequency) - **Interactive podcasts** in Darija (Algerian Arabic) - **Achievement system** to maintain user motivation --- ## ✨ Key Features ### 🤖 AI Chatbot (Sai) - **Retrieval-Augmented Generation (RAG)** with FAISS vector database - **Intent classification** (greetings, smoking queries, mental health, off-topic) - **Semantic similarity matching** for relevant content retrieval - **Dynamic token allocation** based on query complexity - **Anti-hallucination measures** with confidence scoring - **Persistent chat history** with session management ### 📊 Daily Check-in System - Mood tracking with visual indicators - Sleep quality monitoring - Smoking frequency recording - Craving intensity assessment - Historical data visualization with calendar view ### 🎧 Interactive Podcasts - Curated smoking cessation content in Arabic - Audio playback with progress tracking - Categorized by topics …

Improving smoking cessation for vulnerable populations in low-resourced settings

Tobacco smoking remains one of the leading causes of death and disability worldwide. Global estimate

Smoking cessation behavior among current smokers across four African countries.

Trends in Cigarette Smoking in Kenya and the Challenges Impeding Cessation

Despite intense campaigns to minimize cigarette smoking owing to the socio-economic risks associated

The prevalence of smoking and the knowledge of smoking hazards and smoking cessation strategies among HIV- positive patients in Johannesburg, South Africa

Smoking Cessation Counseling in Dentistry: Attitudes of Nigerian Dentists and Dental Students

The study was aimed at assessing the awareness, attitude, practices, willingness, and perceived barr

Promoting Cessation and a Tobacco Free Future: Knowledge and Attitude of Pharmacy Students Regarding Smoking Cessation in a Nigerian University

Tobacco smoking is a global public health threat and the largest single driver of health inequalitie