On-chip Machine Learning: hardware accelerator to support deep learning in embedded architecture

Master of Science

• Sistemi digitali integrati. A.A. 2020/21, INGEGNERIA ELETTRONICA (ELECTRONIC ENGINEERING). Collaboratore del corso
• Integrated systems architecture. A.A. 2019/20, INGEGNERIA ELETTRONICA (ELECTRONIC ENGINEERING). Collaboratore del corso
• Integrated systems architecture. A.A. 2020/21, INGEGNERIA ELETTRONICA (ELECTRONIC ENGINEERING). Collaboratore del corso

Bachelor of Science

• Digital systems electronics. A.A. 2019/20, INGEGNERIA ELETTRONICA. Collaboratore del corso

• Capra, Maurizio (2022)
  Application Specific Domain Co-design Hardware Accelerator IP for Deep Learning Enabled Internet-of-Things. relatore: MARTINA, MAURIZIO; , 34. XXXIV Ciclo, P.: 138
  Doctoral Thesis
• Anzalone, Erik; Capra, Maurizio; Peloso, Riccardo; Martina, Maurizio; Masera, Guido (2021)
  Low-Power Hardware Accelerator for Sparse Matrix Convolution in Deep Neural Network. In: Progresses in Artificial Intelligence and Neural Systems / S.N., S.L., Springer, pp. 79-89. ISBN: 978-981-15-5092-8
  Contributo in Volume
• Capra, Maurizio; Conti, Francesco; Martina, Maurizio (2021)
  A Multi-Precision Bit-Serial Hardware Accelerator IP for Deep Learning Enabled Internet-of-Things. In: 2021 IEEE International Midwest Symposium on Circuits and Systems (MWSCAS), Lansing, Michigan (USA), 9-11/08/2021, pp. 192-197. ISBN: 978-1-6654-2461-5
  Contributo in Atti di Convegno (Proceeding)
• Capra, M.; Sapienza, S.; Motto Ros, P.; Serrani, A.; Martina, M.; Puiatti, A.; Bonato, ... (2020)
  Assessing the feasibility of augmenting fall detection systems by relying on UWB-based position tracking and a home robot. In: SENSORS, vol. 20, pp. 1-22. ISSN 1424-8220
  Contributo su Rivista
• Sole, Luigi; Peloso, Riccardo; Capra, Maurizio; Ruo Roch, Massimo; Masera, Guido; ... (2020)
  VLSI Architectures for the Steerable-Discrete-Cosine-Transform (SDCT). In: ApplePies Applications in Electronics Pervading Industry, Environment and Society, Pisa, September 11-13, 2019, pp. 137-143. ISSN 1876-1100. ISBN: 978-3-030-37276-7
  Contributo in Atti di Convegno (Proceeding)
• Peloso, Riccardo; Capra, Maurizio; Sole, Luigi; Ruo Roch, Massimo; Masera, Guido; ... (2020)
  Steerable-Discrete-Cosine-Transform (SDCT): Hardware Implementation and Performance Analysis. In: SENSORS, vol. 20, pp. 1405-1416. ISSN 1424-8220
  Contributo su Rivista
• Capra, M.; Bussolino, B.; Marchisio, A.; Masera, G.; Martina, M.; Shafique, M. (2020)
  Hardware and Software Optimizations for Accelerating Deep Neural Networks: Survey of Current Trends, Challenges, and the Road Ahead. In: IEEE ACCESS, vol. 8, pp. 225134-225180. ISSN 2169-3536
  Contributo su Rivista
• Capra, Maurizio; Bussolino, Beatrice; Marchisio, Alberto; Shafique, Muhammad; Masera, ... (2020)
  An Updated Survey of Efficient Hardware Architectures for Accelerating Deep Convolutional Neural Networks. In: FUTURE INTERNET, vol. 12, pp. 113-134. ISSN 1999-5903
  Contributo su Rivista
• Capra, Maurizio; Elena, Barone; Mario De Matteo, ; Martina, Puppi; Garg, Ravin (2019)
  Controlled microalgae culture as a reactive nitrogen filter: from ideation to prototyping. In: CERN IDEASQUARE JOURNAL OF EXPERIMENTAL INNOVATION, vol. Vol. 3, pp. 27-32. ISSN 2413-9505
  Contributo su Rivista
• Capra, Maurizio; Peloso, Riccardo; Masera, Guido; Roch, Massimo Ruo; Martina, Maurizio (2019)
  Edge Computing: A Survey On the Hardware Requirements in the Internet of Things World. In: FUTURE INTERNET, vol. 11, pp. 100-124. ISSN 1999-5903
  Contributo su Rivista