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+-----------------+          +-------------------+          +------------------+
|   Edge Devices  |  -->    |   Edge Gateway    |  -->    |   Cloud/Edge AI  |
| (IoT Sensors)   |          | (Protocol Bridge) |          | (ML Models)      |
+-----------------+          +-------------------+          +------------------+
        |                           |                               |
  - Door counters                - MQTT/CoAP                     - Model Training
  - Flow meters                  - Local buffering               - Real‑time inference
  - Temperature/Humidity         - Edge pre‑processing           - API for apps
  - Low‑res cameras (privacy)    - OTA firmware updates          - Dashboard & alerts
        |                           |                               |
        v                           v                               v
+-----------------+          +-------------------+          +------------------+
|   Actuators     |          |   Management UI   |          |   Reporting &    |
| (valves, lights)          | (Web/Mobile)      |          |   Analytics      |
+-----------------+          +-------------------+          +------------------+

The Role of ML in Public Services

• Discuss how ML and AI are being used in various public services to enhance efficiency and user experience.
• Provide examples of smart city initiatives where ML is used for waste management, traffic control, and public safety.

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