
Fixed-term tenure-track assistant professor
Department of Control and Computer Engineering (DAUIN)
- Member of Interdepartmental Center PEIC - Power Electronics Innovation Center
Profile
Research interests
Scientific branch
(Area 0009 - Industrial and information engineering)
Skills
ERC sectors
SDG
Teaching
Collegi of the degree programmes
Teachings
PhD
- Optimized Execution of Neural Networks at the Edge and Neuromorphic Computing Systems. A.A. 2024/25, INGEGNERIA INFORMATICA E DEI SISTEMI. Main teacher
- Hardware/Software codesign of flexible computing systems for edge AI (insegnamento su invito). A.A. 2024/25, INGEGNERIA INFORMATICA E DEI SISTEMI. Main teacher
- Optimized execution of neural networks at the edge. A.A. 2023/24, INGEGNERIA INFORMATICA E DEI SISTEMI. Main teacher
- Optimized execution of neural networks at the edge. A.A. 2022/23, INGEGNERIA INFORMATICA E DEI SISTEMI. Main teacher
- Optimized execution of neural networks at the edge. A.A. 2021/22, INGEGNERIA INFORMATICA E DEI SISTEMI. Main teacher
- Computing Paradigms for Error-Tolerant Applications. A.A. 2020/21, INGEGNERIA INFORMATICA E DEI SISTEMI. Main teacher
- Computing Paradigms for Error-Tolerant Applications. A.A. 2019/20, INGEGNERIA INFORMATICA E DEI SISTEMI. Main teacher
Master of Science
- Machine learning for IOT. A.A. 2024/25, DATA SCIENCE AND ENGINEERING. Titolare del corso
- Machine learning for IOT. A.A. 2023/24, DATA SCIENCE AND ENGINEERING. Collaboratore del corso
- Programming techniques. A.A. 2023/24, AGRITECH ENGINEERING. Titolare del corso
- Machine learning for IOT. A.A. 2022/23, DATA SCIENCE AND ENGINEERING. Collaboratore del corso
- Energy management for IoT. A.A. 2022/23, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Collaboratore del corso
- Energy management for IoT. A.A. 2021/22, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Collaboratore del corso
- Machine learning for IOT. A.A. 2021/22, DATA SCIENCE AND ENGINEERING. Collaboratore del corso
- Machine learning for IOT. A.A. 2020/21, DATA SCIENCE AND ENGINEERING. Collaboratore del corso
- Energy management for IoT. A.A. 2020/21, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Collaboratore del corso
- Energy management in mobile systems. A.A. 2019/20, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Collaboratore del corso
- Energy management for IoT. A.A. 2019/20, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Collaboratore del corso
Bachelor of Science
- Computer sciences. A.A. 2024/25, INGEGNERIA DELL'AUTOVEICOLO (AUTOMOTIVE ENGINEERING). Titolare del corso
- Tecnologie per IoT. A.A. 2023/24, INGEGNERIA INFORMATICA. Collaboratore del corso
- Informatica. A.A. 2022/23, INGEGNERIA GESTIONALE. Collaboratore del corso
- Tecnologie per IoT. A.A. 2022/23, INGEGNERIA INFORMATICA. Collaboratore del corso
- Laboratorio di tecnologie digitali per l'industria 4.0. A.A. 2021/22, TECNOLOGIE PER L'INDUSTRIA MANIFATTURIERA (CORSO PROFESSIONALIZZANTE). Collaboratore del corso
- Tecnologie per IoT. A.A. 2021/22, INGEGNERIA INFORMATICA. Collaboratore del corso
- Laboratorio di tecnologie digitali per l'industria 4.0. A.A. 2020/21, TECNOLOGIE PER L'INDUSTRIA MANIFATTURIERA (CORSO PROFESSIONALIZZANTE). Collaboratore del corso
- Tecnologie per IoT. A.A. 2020/21, INGEGNERIA INFORMATICA. Collaboratore del corso
- Informatica. A.A. 2020/21, INGEGNERIA AEROSPAZIALE. Collaboratore del corso
- Informatica. A.A. 2019/20, INGEGNERIA AEROSPAZIALE. Collaboratore del corso
- Tecnologie per IoT. A.A. 2019/20, INGEGNERIA INFORMATICA. Collaboratore del corso
Research
Research projects
Projects funded by competitive calls
- HAL4SDV - Hardware Abstraction Layer for a European Software Defined Vehicle approach, (2024-2027) - Componente gruppo di Ricerca
UE-funded research - JTI - KDT - AMBEATion - Analog/Mixed Signal Back End Design Automation based on Machine Learning and Artificial Intelligence Techniques, (2021-2025) - Responsabile Scientifico
UE-funded research - H2020 - Excellent Science - Marie Curie - 20529 - End-to-end digitalized production test beds, (2020-2021) - Responsabile Scientifico
UE-funded research - EIT
Projects funded by commercial contracts
- MASAI - Map for damage Assessment with Satellite Artificial Intelligence, (2024-2024) - Responsabile Scientifico
Commercial Research - MASAI - Map for damage Assessment with Satellite Artificial Intelligence, (2024-2024) - Responsabile Scientifico
Commercial Research - Definizione e sviluppo di una piattaforma software per il supporto della produzione, (2020-2020) - Responsabile Scientifico
Commercial Research
Supervised PhD students
- Luca Benfenati. Programme in Ingegneria Informatica E Dei Sistemi (39th cycle, 2023-in progress)
Research subject: Latency-Optimized Inference for Large Language Models
Data science, Computer vision and AI Data science, Computer vision and AI - Mohamed Amine Hamdi. Programme in Ingegneria Informatica E Dei Sistemi (39th cycle, 2023-in progress)
Research subject: Optimizing Compilers for the Deployment of Complex Applications on Heterogeneous Edge Devices
Computer architectures and Computer aided design Parallel and distributed systems, Quantum computing Computer architectures and Computer aided design Parallel and distributed systems, Quantum computing - Beatrice Alessandra Motetti. Programme in Ingegneria Informatica E Dei Sistemi (39th cycle, 2023-in progress)
Research subject: Advanced Deep Learning Optimization for Extreme Edge Applications
Data science, Computer vision and AI Data science, Computer vision and AI - Giovanni Pollo. Programme in Ingegneria Informatica E Dei Sistemi (39th cycle, 2023-in progress)
Research subject: Design techniques for low-area digital circuits in industrial and medical applications
Computer architectures and Computer aided design Data science, Computer vision and AI Computer architectures and Computer aided design Data science, Computer vision and AI Computer architectures and Computer aided design Data science, Computer vision and AI - Matteo Risso. Programme in Ingegneria Informatica E Dei Sistemi (37th cycle, 2021-in progress)
Research subject: Automatic hardware-aware design and optimization of deep learning models
Computer architectures and Computer aided design Data science, Computer vision and AI Computer architectures and Computer aided design Data science, Computer vision and AI
Publications
PoliTO co-authors
Latest publications View all publications in Porto@Iris
- Risso, Matteo; Daghero, Francesco; Motetti, BEATRICE ALESSANDRA; JAHIER PAGLIARI, ... (In stampa)
Optimized Deployment of Deep Neural Networks for Visual Pose Estimation on Nano-drones. In: ERF 2024 | European Robotics Forum, Rimini (IT), March, 13 - 15, 2024
Contributo in Atti di Convegno (Proceeding) - Benfenati, Luca; Mar Ingolfsson, Thorir; Cossettini, Andrea; Jahier Pagliari, Daniele; ... (2024)
BISeizuRe: BERT-Inspired Seizure Data Representation to Improve Epilepsy Monitoring. In: 2024 46th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), Orlando (USA), 15-19 July 2024. ISBN: 979-8-3503-7149-9
Contributo in Atti di Convegno (Proceeding) - Potocnik, Viviane; Colagrande, Luca; Fischer, Tim; Bertaccini, Luca; Pagliari, Daniele ... (2024)
Optimizing Foundation Model Inference on a Many-Tiny-Core Open-Source RISC-V Platform. In: IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR ARTIFICIAL INTELLIGENCE, vol. 1, pp. 37-52. ISSN 2996-6647
Contributo su Rivista - Burrello, Alessio; Carlucci, Francesco; Pollo, Giovanni; Wang, Xiaying; Poncino, ... (2024)
Optimization and Deployment of Deep Neural Networks for PPG-based Blood Pressure Estimation Targeting Low-power Wearables. In: Biomedical Circuits and Systems Conference (BIOCAS) 2024, Xi'an (CHN), 24-26 October 2024, pp. 1-5. ISBN: 979-8-3503-5495-9
Contributo in Atti di Convegno (Proceeding) - Motetti, Beatrice Alessandra; Risso, Matteo; Burrello, Alessio; Macii, Enrico; Poncino, ... (2024)
Joint Pruning and Channel-wise Mixed-Precision Quantization for Efficient Deep Neural Networks. In: IEEE TRANSACTIONS ON COMPUTERS, vol. 73, pp. 2619-2633. ISSN 0018-9340
Contributo su Rivista