Paperback. Etat : new. Paperback. Neurosymbolic programming combines the otherwise complementary worlds of deep learning and symbolic reasoning. It thereby enables more accurate, interpretable, and domain-aware solutions to Artificial Intelligence (AI) tasks. This monograph introduces Scallop, a general-purpose language and compiler toolchain for developing neurosymbolic applications. A Scallop program specifies a suitable decomposition of an AI tasks computation into separate learning and reasoning modules. Learning modules are built using existing machine learning frameworks and range from custom neural models to foundation models for language, vision, and multi-modal data. Reasoning modules are specified in a declarative logic programming language based on Datalog which supports expressive features such as recursion, aggregation, negation, and probabilistic programming over structured relations. Scallops compiler enables to automatically train neurosymbolic programs in a data- and compute-efficient manner using an end-to-end differentiable reasoning framework. Scallop also supports features useful for building real-world applications such as user-defined data types, soft logic operations, and foreign interfaces.This monograph demonstrates programming in Scallop for applications that span the domains of image and video processing, natural language processing, planning, and information retrieval in a variety of learning settings such as supervised learning, reinforcement learning, rule learning, contrastive learning, and in-context learning. This monograph introduces Scallop, a general-purpose language and compiler toolchain for developing neurosymbolic applications, and it demonstrates programming in Scallop for applications that span the domains of image and video processing, natural language processing, planning, and information retrieval in a variety of learning settings. Shipping may be from multiple locations in the US or from the UK, depending on stock availability. N� de r�f. du vendeur 9781638284840

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Neurosymbolic Programming in Scallop

Ziyang Li

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ISBN 10 : 1638284849 ISBN 13 : 9781638284840

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Ziyang Li

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Neurosymbolic Programming in Scallop: Principles and Practice (Foundations and Trends(r) in Programming Languages)

Li, Ziyang; Huang, Jiani; Liu, Jason; Naik, Mayur

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Neurosymbolic Programming in Scallop: Principles and Practice

Ziyang Li

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