omsinj/AI-Powered-

AI-Powered Geopolitical Analysis for Africa & the Middle East # AI-Powered- AI-Powered Geopolitical Analysis for Africa & the Middle East # AI-Powered Geopolitical Analysis for Africa & the Middle East ## **Project Overview** This project aims to develop an **AI-powered analysis system** to track and predict geopolitical trends in **Africa and the Middle East**. The system will leverage **machine learning, NLP, computer vision, and geospatial analysis** to provide insights into conflicts, economic trends, misinformation, and security risks. ## **Potential Use Cases & AI Models** ### **1. Conflict Prediction and Analysis** - **AI Model:** LSTMs, Transformer-based forecasting. - **Data Sources:** ACLED (Armed Conflict Location & Event Data), UN Reports, World Bank. - **Output:** A dashboard highlighting potential conflict zones and early warnings. - **Deployment:** **Streamlit dashboard** with real-time conflict trends. ### **2. Social Media Sentiment & Misinformation Detection** - **AI Model:** BERT-based NLP sentiment analysis. - **Data Sources:** Twitter (X), Reddit, Facebook, local news (Arabic, Swahili, Amharic). - **Output:** Heatmaps of rising tensions and misinformation tracking. - **Deployment:** **Render API for real-time analysis, Streamlit UI for visualisation.** ### **3. Resource Conflicts & Climate Impact Analysis** - **AI Model:** Spatial AI (GIS + ML) for environmental risk prediction. - **Data Sources:** NASA satellite imagery, FAO, climate change reports. - **Output:** A geopolitical risk index based on environmental factors. - **Deployment:** **Streamlit dashboard** with geographic visualisations. ### **4. Arms Trade & Military Movements Monitoring** - **AI Model:** Computer vision (YOLO, CNNs) for satellite image analysis. - **Data Sources:** Google Earth, Sentinel-2 imagery, OSINT. - **Output:** Alerts of unusual military build-up. - **Deployment:** **Render API for image processing, Streamlit UI for insights.** ### **5. Economic Sanctions & Financial Risk Analysis** - **AI Model:** Graph Neural N …