Presenter: Marco CaniniTuesday, April 26th, 2022 14:00Location: Sala Ciminiera, 5th floor Corso Castelfidardo 34 ABSTRACT Scaling deep learning to a large cluster of workers is challenging due to high communication overheads that data-parallelism entails. This talk describes our efforts to rein in distributed deep learning’s communication bottlenecks. We describe SwitchML, […]
Yearly Archives: 2022
Presenter: Alberto ViglioneWednesday, April 6th, 2022 17:00Location: SmartData@Covivio Flood-related economic losses have increased dramatically over the past decades in most parts of the world, and are expected to increase in the future due to climate dynamics and increasing exposure. From a practical perspective, it is of interest to estimate the […]
Presenter: Salvatore GrecoWednesday, March 23rd, 2022 17:00Location: SmartData@Covivio Despite the significant improvements made by deep learning models, their adoption in real-world dynamic applications is still limited. Concept drift is among the open issues preventing the widespread exploitation of deep learning models in real-life settings. The dynamic world changes very quickly, […]
Presenter: Paolo BethazMonday, March 9th, 2022 17:00Location: SmartData@Covivio A Predictive Maintenance strategy for a complex machine requires a sophisticated and non-trivial analytical stage to provide accurate and trusted predictions. Manufacturing industries are not only interested in identifying a failure in advance, but they also want to have continuous monitoring of […]
Presentazione del progetto a cura del Centro SmartData@PoliTO, del Laboratorio di Realtà Virtuale del Politecnico di Torino e finanziato da Fondazione TIM. 10 Marzo 2022 h 11:30-12:30 | Salone d’onore del Castello del Valentino Le opportunità che le tecnologie di intelligenza artificiale e realtà aumentata possono offrire per riavvicinare le […]
Presenter: Francesco ManigrassoMonday, February 21th, 2022 17:30Location: SmartData@Covivio Neural-Symbolic techniques, such as Logic Tensor Networks (LTNs), allow the combination of semantic knowledge representation and reasoning with the ability to efficiently learn from examples typical of neural networks.We focus here on the subsumption of isOfClass predicate, which is fundamental to encode […]
The Eighth Workshop of the Interdepartmental Center SmartData@PoliTO will be held on February 25 and 26, 2022 in Arenzano (Genova) at the wonderful Grand Hotel Arenzano. We will meet to present and discuss activities carried over in the center, inviting PhD students to discuss their ongoing work and new members […]
Parte il progetto Reading (&) Machine, a cura del Centro SmartData, del Laboratorio di Realtà Virtuale e del Dipartimento di Automatica e Informatica del Politecnico di Torino e finanziato da Fondazione Tim. Il progetto verrà sviluppato in collaborazione con il Dipartimento di Studi Storici dell’Università di Torino e con le […]
Presenter: Gianluca PernaMonday, January 24th, 2022 17:30Location: SmartData@Covivio Real-time communication (RTC) applications have become largely popular in the last decade with the spread of broadband and mobile Internet access. Nowadays, these platforms are a fundamental means for connecting people and supporting businesses that increasingly rely on forms of remote work. […]