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3.3. Cloud / Edge AI

• Platform Options: Google Cloud IoT Core, AWS IoT Greengrass, Azure IoT Hub, or an on‑premise Open‑Source stack (K3s + EMQX).
• ML Pipelines:

  Do you need help removing a suspicious file you already downloaded? Platform Options: Google Cloud IoT Core, AWS IoT

  8. Sample Code Snippet – Real‑Time Occupancy Forecast (Python + TensorFlow)

  import pandas as pd
  import tensorflow as tf
  from tensorflow.keras.models import Sequential
  from tensorflow.keras.layers import LSTM, Dense
  from sklearn.preprocessing import MinMaxScaler
  Clickbait Schemes: Many websites use these keywords to drive traffic to ad-heavy pages or "survey walls" that never actually provide the promised content.
  Conclusion
  
  Recap the potential benefits of integrating ML into public toilet management and design.
  Encourage stakeholders to consider the integration of smart technologies in public facilities for a better public experience.