Carte Distributed AI in the Modern World Andrei Olaru

Distributed AI in the Modern World

Technical and Social Aspects of Interacting Intelligent Agents

Limbă: engleză
Legare: Carte broșată
Editura: Elsevier Science
Disponibilitate: În depozitul extern în cantități mici
Expediem în 14-21 zile
954.10 lei
Distributed AI in the Modern World: Technical and Social Aspects of Interacting Intelligent Agents p...

Informații despre carte

Limbă
engleză
Legare
Carte - Carte broșată
Publicat
2026
Pagini
250
EAN
9780443446795
ISBN
0443446792
Enbook ID
49666302
Greutate
450
Dimensiuni
191 x 235

Descriere completă

Distributed AI in the Modern World: Technical and Social Aspects of Interacting Intelligent Agents presents several state-of-the-art insights into the various forms of distribution of artificial intelligence, with practical application instances. This book does not analyze the internal workings of machine learning models (for instance, in the case of multi-agent reinforcement learning), but instead provides readers with an overview of the challenges brought by the need of artificially intelligent entities to interact with other entities and with their environment along with practical solutions at an architectural level. Deployment, maintenance and monitoring of distributed machine learning systems brings about many practical challenges, dealing with the intelligent agents distributed across a network of heterogenous devices, or interacting with robots and humans alike. While these scenarios are very different, some challenges remain the same when interaction exists: discoverability, availability, communication language and formats, and efficiency in transferring significant amounts of information. The book provides readers with practical solutions at an architectural level, with solutions presented in three parts. Part 1 deals with the distribution of the learning process and the utilization of machine learning models in a distributed system. Part 2 deals with tools that enable the distribution and interaction of artificial learning entities and how multi-agent systems and machine learning can be combined. Part 3 deals with the physical embodiment of intelligent agents and the interaction of intelligent computing units bound to physical space. The three parts are followed by a conclusion, emphasizing the challenges that are common to all scenarios and solutions which apply in a wider range of cases.

  • Presents leading-edge insights on the diverse ways artificial intelligence is distributed, along with real-world application examples
  • Offers readers a summary of the challenges posed by the necessity for artificially intelligent entities to engage with other entities and their surroundings and proposes practical architectural-level solutions
  • Explores communication in local networks, on the web, and within physical environments
  • Examines machine learning distributed across a network, into software agents using machine learning models to make decisions, into agents working on the web and in socio-technical networks, and in AI embodied in robots

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