Elkholtihm/CAN-Insight__AI-Powered-Football-Intelligence-Platform-for-Africa-Cup-of-Nations-2025

# CAN 2025 AI Football Intelligence Platform An AI-powered full-stack platform delivering intelligent question-answering and real-time statistics for the Africa Cup of Nations 2025 through automated data scraping, semantic search, and Retrieval-Augmented Generation. ## Technology Stack ### Backend & AI ### Frontend ### AI & Data Processing ### Database & Storage --- ## Architecture ## Features ### Intelligent Chatbot - **RAG Pipeline**: Llama 3.3 70B with context-aware responses - **Multi-Query Retrieval**: 3-5 query variations for improved accuracy - **Real-time Streaming**: Server-Sent Events (SSE) for ChatGPT-like experience - **Source Citations**: Transparent answer provenance with article references ### Automated Data Collection - **Scheduled Scraping**: Celery Beat triggers every 8 hours - **Dynamic Loading**: Selenium handles JavaScript-rendered content - **Incremental Indexing**: Only new articles embedded to Qdrant - **Error Resilience**: Graceful failure handling with automatic retries ### Semantic Search - **Vector Embeddings**: SentenceTransformers (all-MiniLM-L6-v2, 384-dim) - **Efficient Retrieval**: Qdrant COSINE similarity across 1,760+ chunks - **Fast Performance**: Sub-second search with 2-3 second end-to-end queries ### Tournament Dashboard - **Live Statistics**: Real-time standings, fixtures, top scorers/assists - **Football-API Integration**: Official tournament data feeds - **Visual Rankings**: Gold/silver/bronze badges with animations - **Manual Refresh**: On-demand statistics updates --- ## Project Structure ``` can2025_platform/ │ ├── backend/ # Django Backend │ ├── manage.py │ ├── backend/ # Django settings │ ├── accounts/ # User authentication │ ├── chatbot/ # RAG pipeline & API │ │ ├── rag_service.py # LangChain + Qdrant │ │ ├── views.py # REST endpoints │ │ └── apps.py …