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Focusing on knowledge innovation, this book presents reverse hypothesis machines (RHM) as a novel approach to machine learning. Unlike traditional methods that emphasize accuracy through extensive data mapping, RHMs leverage uncertainty to foster creative learning and identify unexpected solutions. This paradigm shift addresses the limitations of knowledge acquisition-based learning, advocating for optimal machine learning that balances under-learning and over-learning. It serves as a valuable resource for researchers, professionals, and enthusiasts looking to develop innovative machine learning applications.
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Reverse Hypothesis Machine Learning, Parag Kulkarni
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- Pubblicato
- 2017
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