NECSTFridayTalk – Tiny Machine Learning: deeper and wider machine learning at the edge
NECSTFridayTalk
Prof. Manuel Roveri
DEIB, Politecnico di Milano
DEIB - NECSTLab Meeting Room (Building 20)
October 6th, 2023
11.30 am
Contacts:
Marco Santambrogio
Research Line:
System architectures
Prof. Manuel Roveri
DEIB, Politecnico di Milano
DEIB - NECSTLab Meeting Room (Building 20)
October 6th, 2023
11.30 am
Contacts:
Marco Santambrogio
Research Line:
System architectures
Sommario
On October 6th, 2023 at 11.30 am "Tiny Machine Learning: deeper and wider machine learning at the edge" a new appointment of NECSTFridayTalk, will be held by Manuel Roveri, Full Professor at DEIB Politecnico di Milano, in DEIB NECSTLab Meeting Room.
The “computing everywhere” paradigm (comprising Internet-of-Things and Edge Computing) will pave the way for a pervasive diffusion of Tiny Machine Learning (TinyML) in everyday life. To fully address this challenge TinyML solutions must become deeper, hence encompassing the deep-learning paradigms being the state-of-the-art in many recognition and classification applications, and wider, hence being able to operate in a collaborative and federated way within an ecosystem of heterogenous technological devices.
This talk explores the solutions and methodologies to make TinyML deeper and wider by also introducing the next challenges in the field.
The “computing everywhere” paradigm (comprising Internet-of-Things and Edge Computing) will pave the way for a pervasive diffusion of Tiny Machine Learning (TinyML) in everyday life. To fully address this challenge TinyML solutions must become deeper, hence encompassing the deep-learning paradigms being the state-of-the-art in many recognition and classification applications, and wider, hence being able to operate in a collaborative and federated way within an ecosystem of heterogenous technological devices.
This talk explores the solutions and methodologies to make TinyML deeper and wider by also introducing the next challenges in the field.
The NECSTLab is a DEIB laboratory, with different research lines on advanced topics in computing systems: from architectural characteristics, to hardware-software codesign methodologies, to security and dependability issues of complex system architectures.
Every week, the “NECSTFridayTalk” invites researchers, professionals or entrepreneurs to share their work experiences and projects they are implementing in the “Computing Systems”.
