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UID:879@lincs.fr
DTSTART;TZID=Europe/Paris:20250305T140000
DTEND;TZID=Europe/Paris:20250305T150000
DTSTAMP:20250327T205626Z
URL:https://www.lincs.fr/events/orchestration-of-ai-based-applications-in-
 heterogeneous-and-distributed-computing-systems/
SUMMARY:Orchestration of AI-based Applications in Heterogeneous and
 Distributed Computing Systems
DESCRIPTION:Today\, distributed systems are increasingly needed to support
 distributed applications that involve machine learning (ML) operations for
 both service providers and end users. These operations include training ML
 models across distributed infrastructures and deploying them over the
 network for inference. While the training of these models\, whether
 centralized or decentralized\, has been extensively studied\, the
 orchestration of inference models across the network remains largely
 unexamined. To ensure high-quality applications run effectively over these
 infrastructures\, orchestration presents several challenges\, including i)
 the interaction of models with other software components distributed across
 the network\; ii) deploying such components on heterogeneous and
 computationally limited resources\; and iii) adapting orchestration
 strategies to continuous changes in the data fed into these models. This
 seminar aims at exploring and discussing these methodological and
 technological challenges in the design of algorithmic solution for
 orchestrating AI-based applications within distributed computing
 systems.\n\nShort Bio. Francescomaria Faticanti is a postdoctoral
 researcher at ENS de Lyon\, France. From January 2022 to August 2023 he was
 a postdcotoral researcher at Inria Sophia Antipolis\, France. He received
 the PhD in Information and Communication Technology from University of
 Trento and Fondazione Bruno Kessler (FBK)\, Italy\, in November 2021. He
 serves as reviewer\, and member of the TPC\, for several international
 conferences and journals in the field of Networking and Distributed
 Systems. His research interests include algorithms for resource allocation
 in distributed systems\, distributed ML and combinatorial optimization.
CATEGORIES:Seminars,Youtube
LOCATION:Amphi 2\, 19 place Marguerite Perey\, Palaiseau\, France
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 Palaiseau\, France;X-APPLE-RADIUS=100;X-TITLE=Amphi 2:geo:0,0
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TZID:Europe/Paris
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DTSTART:20241027T020000
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