SlimenFellah/myGuide

AI-powered web application that helps tourists and locals better explore Algeria. # MyGuide - AI-Powered Tourism App for Algeria ## Overview MyGuide is an AI-powered tourism application designed to help tourists explore Algeria by providing personalized trip recommendations, interactive maps, and comprehensive information about provinces, districts, municipalities, and places of interest. ## Features - **AI-Powered Trip Planning**: Autonomous trip recommendation system with multi-criteria optimization - **RAG Chatbot**: Retrieval-Augmented Generation chatbot with LLM integration (Ollama/OpenAI) - **AI Content Moderation**: Machine learning-based spam detection for user-generated content - **Interactive Maps**: Real-time visualization of places and trip routes - **User Management**: Normal users and admin roles with JWT authentication - **Place Management**: Comprehensive database of tourist attractions, restaurants, parks, etc. - **Feedback System**: User reviews and ratings with AI-powered content filtering - **Subscription Management**: Multi-tier subscription system with Stripe integration - **Payment Processing**: Secure payment handling with subscription billing ## AI/ML Technologies Overview ### 🤖 Intelligent Trip Planning System - **Autonomous Planning Algorithms**: Multi-criteria decision-making for optimal itinerary generation - **Hybrid Recommendation Engine**: Combines collaborative filtering, content-based filtering, and popularity-based recommendations - **Dynamic Optimization**: Real-time budget allocation, activity scheduling, and destination selection - **Confidence Scoring**: AI-powered trip quality assessment with weighted feature analysis ### 🧠 RAG (Retrieval-Augmented Generation) Chatbot - **LLM Integration**: Dual-provider support (Ollama for local inference, OpenAI GPT-3.5-turbo as fallback) - **Vector Search**: TF-IDF vectorization with cosine similarity for knowledge retrieval - **Context-Aware Conversations**: Multi-turn dialogue with conversation history management - **Intelligent Fallback**: Rule-based responses …