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Download E-books Explanation-Based Neural Network Learning: A Lifelong Learning Approach (The Springer International Series in Engineering and Computer Science) PDF

By Sebastian Thrun

Lifelong studying addresses events during which a learner faces a chain of other studying projects delivering the chance for synergy between them. Explanation-based neural community studying (EBNN) is a desktop studying set of rules that transfers wisdom throughout a number of studying initiatives. while confronted with a brand new studying activity, EBNN exploits area wisdom gathered in past studying initiatives to consultant generalization within the new one. consequently, EBNN generalizes extra competently from much less facts than similar tools. Explanation-Based Neural community studying: A Lifelong Learning Approach describes the fundamental EBNN paradigm and investigates it within the context of supervised studying, reinforcement studying, robotics, and chess.
`The paradigm of lifelong studying - utilizing previous realized wisdom to enhance next studying - is a promising course for a brand new iteration of desktop studying algorithms. Given the necessity for extra actual studying equipment, it's tough to visualize a destiny for computer studying that doesn't comprise this paradigm.'
From the Foreword by means of Tom M. Mitchell.

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