27 March 2020

• Simone Antonio Iammarino. Optimization of Neural Networks on Microcontrollers. Rel. Andrea Calimera, Valentino Peluso. Politecnico di Torino, Master of science program in Electronic Engineering, 2020

17 December 2021

• Erich Malan. OPTIMIZATION OF CONVOLUTIONAL NEURAL NETWORKS TRAINING FOR FEDERATED LEARNING ON EMBEDDED SYSTEMS. Rel. Andrea Calimera, Valentino Peluso. Politecnico di Torino, Master of science program in Data Science And Engineering, 2021
  

  

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29 July 2022

• Pedro Antonio Hernandez Zamarron. Data Selection via Semantic Similarity for Resource-Efficient Transfer Learning of Image Classifiers. Rel. Andrea Calimera, Valentino Peluso. Politecnico di Torino, Master of science program in Data Science And Engineering, 2022
  

  

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• Ruben Berteletti. Evaluating Algorithmic Optimization Strategies for Training CNNs Under Resource Constraints. Rel. Andrea Calimera, Valentino Peluso. Politecnico di Torino, Master of science program in Data Science And Engineering, 2022
• Edoardo Fantolino. Evaluation of Active Learning for Anomaly Detection in Images. Rel. Andrea Calimera, Valentino Peluso. Politecnico di Torino, Master of science program in Data Science And Engineering, 2022
  

  

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21 April 2023

• Valeria Sorrenti. Image Classification in the Browser: a performance assessment. Rel. Andrea Calimera, Valentino Peluso. Politecnico di Torino, Master of science program in Data Science And Engineering, 2023
  

  

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15 December 2023

• Federico Magnani. Runtime Reconfigurable Keyword Spotting for Low-power Microcontrollers. Rel. Andrea Calimera, Valentino Peluso. Politecnico di Torino, Master of science program in Computer Engineering, 2023
  

  

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26 July 2024

• Francesco Pagano. Design and Analysis of Federated Learning Systems. Rel. Andrea Calimera, Valentino Peluso. Politecnico di Torino, Master of science program in Data Science And Engineering, 2024
  

  

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31 October 2024

• Gabriele Cirotto. Evaluating the Impact of AI-Generated Data on Training Keyword Spotting Models. Rel. Andrea Calimera, Valentino Peluso. Politecnico di Torino, Master of science program in Data Science And Engineering, 2024
  

  

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25 July 2025

• Michela Lucia Saraceno. Split Point Selection in Privacy-Preserving Split Inference with Fully Homomorphic Encryption: A Performance Assessment. Rel. Valentino Peluso, Daniele Jahier Pagliari, Andrea Calimera. Politecnico di Torino, Master of science program in Data Science And Engineering, 2025

12 December 2025

• Khashayar Mostmand. AI-driven Picking Solutions for Industrial Feeding Machines and Applications. Rel. Valentino Peluso, Andrea Calimera, Enrico Macii, Alberto Dalmasso. Politecnico di Torino, Master of science program in Electronic Engineering, 2025

27 March 2026

• Alessandro Giacobetti. Multi-sensor Channel Classification for Industrial Anomaly Detection at the Edge. Rel. Valentino Peluso. Politecnico di Torino, Master of science program in Mechatronic Engineering, 2026
  

  

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• Ali Edrisabadi. Time-Series-Based Forecasting of Remaining Useful Life and Decision Support for Tool Replacement in Metal Machining. Rel. Valentino Peluso, Andrea Calimera. Politecnico di Torino, Master of science program in Computer Engineering, 2026