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Ontario Tech University
   
    Feb 05, 2025  
2023-2024 Graduate Calendar 
    
2023-2024 Graduate Calendar [ARCHIVED CALENDAR]

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ENGR 5785G - Real-Time Data Analytics for Internet of Things


The velocity, diversity of data types and sheer volumes of data that IoT (Internet of Things) devices collect present unique challenges on data analytics techniques to support real-time decision making. This requires new perspectives in data collection, processing and management flows to cater to such unique requirements. This course focuses on data analytics specific to real-time data streams in IoT environments and applications. The course begins by defining the IoT conceptual framework, outlines application domains and draws clear distinctions between IoT data processing and typical big data analytics. Themes to be covered: IoT data collection architectures, interactions between service models and human subjects, data preprocessing, feature engineering and extraction, statistical modelling and estimation methods, time series analysis, spatiotemporal modelling, multivariate time series forecasting, real-time streaming data pipelines, anomaly detection in real-time sensing, event detection and classification techniques, privacy and security in IoT scenarios, and dynamic access control for real-time IoT.
Credit hours: 3
Note(s): Graduate students only
Experiential learning Yes



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