1. **User Authentication**: Uses Streamlit Authenticator to manage users. Each user has a role (Admin or User). Admins have additional privileges like deleting assets and managing users.

2. **Asset Management**: - Add and edit asset information (e.g., asset ID, name, purchase date, usage, value). - View a real-time list of assets. - Organize assets into groups. - Delete assets (Admins only).

3. **Predictive Maintenance & Anomaly Detection**: - Train a predictive model (XGBoost) on asset data to forecast asset values or other numeric outcomes. - Detect anomalies in asset usage, value, and resource consumption using One-Class SVM.

4. **Data Visualization & Insights**: - Dashboards displaying asset insights, efficiency, and risk scores. - Interactive charts and tables for filtering and comparing assets. - Efficiency and risk scores are computed for each asset.

5. **Network Discovery**: - Asynchronously scan a given network range (CIDR notation) via SSH to discover devices. - Gather OS information, CPU usage, memory usage, disk usage, and device details. - Automatically add discovered assets to the database.

6. **Reporting**: - Generate PDF reports containing detailed insights. - Download previously generated reports.

7. **Admin Panel**: - Manage user accounts (add new users, delete users). - View activity logs (records of actions performed by users).