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Deep Learning vs. Wise Learning: A Critical and Challenging Overview

机译:深度学习与明智学习:关键且具有挑战性的概述

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摘要

Abstract: Learning is the most important thing that living creatures do. An organism cannot properly animate itself without first learning how to. Knowledge is the basis for all natural and human made systems. Using knowledge to model and control a complex dynamic system (CDS) is considered. Wisdom is carefully reviewed and related to knowledge. Deep Learning (DL) and Wise Learning (WL) are presented and analyzed as two approaches to address the challenging problem of modelling and controlling CDS. Strong and weak issues of both methods are discussed. Future research directions are provided.
机译:摘要:学习是生物所做的最重要的事情。如果不先学习如何进行操作,有机体就无法正确地进行动画处理。知识是所有自然和人为系统的基础。考虑使用知识来建模和控制复杂的动态系统(CDS)。智慧经过仔细审查,并与知识相关。提出并分析了深度学习(DL)和明智学习(WL)作为解决建模和控制CDS挑战性问题的两种方法。讨论了两种方法的强项和弱项。提供了未来的研究方向。

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