Now showing items 1-2 of 2

    • On-device training of machine learning models on microcontrollers with a look at federated learning 

      Monfort Grau, Marc; Pueyo Centelles, Roger; Freitag, Fèlix (Association for Computing Machinery (ACM), 2021)
      Conference report
      Open Access
      Recent progress in machine learning frameworks makes it now possible to run an inference with sophisticated machine learning models on tiny microcontrollers. Model training, however, is typically done separately on powerful ...
    • TinyML: From Basic to Advanced Applications 

      Monfort Grau, Marc (Universitat Politècnica de Catalunya, 2021-06-21)
      Bachelor thesis
      Open Access
      TinyML tiene como objetivo la implementación de aplicaciones de aprendizaje automático en dispositivos de poco tamaño y baja potencia, como los microcontroladores. Normalmente los dispositivos periféricos necesitan estar ...