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ADVANCED MACHINE LEARNING AND EDGE COMPUTING

CODE 106801
ACADEMIC YEAR 2022/2023
CREDITS
  • 10 cfu during the 2nd year of 8732 INGEGNERIA ELETTRONICA (LM-29) - GENOVA
  • TEACHING LOCATION
  • GENOVA
  • MODULES This unit is composed by:
    TEACHING MATERIALS AULAWEB

    OVERVIEW

    ('Edge Computing' module)

    The Internet of Things (IoT) produces large amounts of data to be transmitted and processed before they can be exploited, Edge Computing addresses the processing and interpretation of data in proximity to their origin. This approach, through machine learning techniques, increases the autonomy and 'decision-making capacity' of the electronic system at the edge. Consequently, the exploitation of the transmission band, the overall resources required, the response times and performance in general are optimized too. The reference hardware platform is typically represented by network interconnected microcontrollers, sensors and transducers. The course introduces then architectures of these systems, programming of microcontrollers and interfaces, software development tools and the most spread platforms, to apply machine learning techniques.

    AIMS AND CONTENT

    LEARNING OUTCOMES

    (Edge computing module) The course aims providing the fundamental elements of edge computing, focusing on programming advanced microcontrollers. Addressed topics concern also analog-to-digital conversion, communication protocols, sensors cards (eg MEMS) and embedded operating systems. Each topic is discussed through several examples and experimental exercises.

    TEACHERS AND EXAM BOARD

    Exam Board

    MARCO RAGGIO (President)

    EXAMS

    Exam schedule

    Date Time Location Type Notes
    05/06/2023 09:00 GENOVA Esame su appuntamento
    04/09/2023 09:00 GENOVA Esame su appuntamento
    08/01/2024 09:00 GENOVA Esame su appuntamento
    21/12/2022 15:00 GENOVA Orale
    04/01/2023 15:00 GENOVA Orale
    18/01/2023 15:00 GENOVA Orale
    15/02/2023 15:00 GENOVA Orale
    14/06/2023 15:00 GENOVA Orale
    28/06/2023 15:00 GENOVA Orale
    12/07/2023 15:00 GENOVA Orale
    26/07/2023 15:00 GENOVA Orale
    16/08/2023 15:00 GENOVA Orale
    30/08/2023 15:00 GENOVA Orale