selmahacii/DZinsights

Business Intelligence (BI) platform tailored for the Algerian e-commerce market # DZinsights DZinsights is a high-performance Business Intelligence (BI) platform tailored for the Algerian e-commerce market. It provides real-time predictive analytics, demand forecasting, and customer intelligence driven by advanced Machine Learning models. ## Key Features - **Revenue Forecasting**: Time-series predictions using LSTM and ARIMA models to anticipate sales trends. - **Stock Intelligence**: Inventory optimization to reduce stockouts and unsold products. - **Customer Intelligence**: Detailed RFM analysis (Recency, Frequency, Monetary) and churn prediction for over 300K customers. - **Sentiment Analysis**: NLP-driven insights from customer reviews and feedback. - **Anomaly Detection**: Real-time identification of transactional or operational outliers. - **Model Registry**: Performance monitoring and tracking for all deployed ML models. ## Interface & Captures d'écran Voir la galerie complète de l'application (Cliquez pour dérouler) ## Tech Stack - **Frontend**: Next.js 16 (App Router), React 19, Tailwind CSS. - **UI Components**: Shadcn UI, Radix UI, Framer Motion. - **Data Visualization**: D3.js, Recharts. - **Database**: SQLite (via Prisma ORM). - **Runtime**: Bun. - **Icons**: Lucide React. ## Installation & Setup Ensure you have Bun installed. 1. **Clone the repository**: ```bash git clone cd DZinsights ``` 2. **Install dependencies**: ```bash bun install ``` 3. **Database Setup**: ```bash bun run db:push ``` 4. **Start Development Server**: ```bash bun run dev ``` ## Project Architecture ```mermaid graph TD A[Client - Next.js/React] --> B[API Routes - src/app/api] B --> C[Service Layer - ML Models/Logic] C --> D[Data Layer - Prisma/SQLite] B --> E[Real-time Metrics] ``` - **`src/app`**: Contains all page routes and API endpoints. - **`src/components`**: Modular UI components organized by layout, pages, and atomic UI elements. - **`src/hooks`**: Custom React hooks for global state and side effects. - **`sr …