Explanation Based Neural Network Learning is popular PDF and ePub book, written by Sebastian Thrun in 2012-12-06, it is a fantastic choice for those who relish reading online the Computers genre. Let's immerse ourselves in this engaging Computers book by exploring the summary and details provided below. Remember, Explanation Based Neural Network Learning can be Read Online from any device for your convenience.
Explanation Based Neural Network Learning Book PDF Summary
Lifelong learning addresses situations in which a learner faces a series of different learning tasks providing the opportunity for synergy among them. Explanation-based neural network learning (EBNN) is a machine learning algorithm that transfers knowledge across multiple learning tasks. When faced with a new learning task, EBNN exploits domain knowledge accumulated in previous learning tasks to guide generalization in the new one. As a result, EBNN generalizes more accurately from less data than comparable methods. Explanation-Based Neural Network Learning: A Lifelong Learning Approach describes the basic EBNN paradigm and investigates it in the context of supervised learning, reinforcement learning, robotics, and chess. `The paradigm of lifelong learning - using earlier learned knowledge to improve subsequent learning - is a promising direction for a new generation of machine learning algorithms. Given the need for more accurate learning methods, it is difficult to imagine a future for machine learning that does not include this paradigm.' From the Foreword by Tom M. Mitchell.
Detail Book of Explanation Based Neural Network Learning PDF
- Author : Sebastian Thrun
- Release : 06 December 2012
- Publisher : Springer Science & Business Media
- ISBN : 9781461313816
- Genre : Computers
- Total Page : 274 pages
- Language : English
- PDF File Size : 18,9 Mb
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