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Focusing on lifelong learning, the book explores how learners encounter diverse tasks that create synergy among their experiences. It introduces explanation-based neural network learning (EBNN), a machine learning algorithm designed to leverage knowledge from previous tasks to enhance generalization in new ones. By utilizing accumulated domain knowledge, EBNN achieves more accurate generalization with less data compared to other methods, making it a powerful tool in machine learning.
Buchkauf
Explanation-Based Neural Network Learning, Sebastian Thrun
- Sprache
- Erscheinungsdatum
- 1996
- product-detail.submit-box.info.binding
- (Hardcover)
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- Untertitel
- A Lifelong Learning Approach
- Sprache
- Englisch
- Autor*innen
- Sebastian Thrun
- Verlag
- Springer US
- Erscheinungsdatum
- 1996
- Einband
- Hardcover
- Seitenzahl
- 292
- ISBN13
- 9780792397168
- Reihe
- Schlagwörter
- Natur
- Bewertung
- 3 von 5 Sternen
- Beschreibung
- Focusing on lifelong learning, the book explores how learners encounter diverse tasks that create synergy among their experiences. It introduces explanation-based neural network learning (EBNN), a machine learning algorithm designed to leverage knowledge from previous tasks to enhance generalization in new ones. By utilizing accumulated domain knowledge, EBNN achieves more accurate generalization with less data compared to other methods, making it a powerful tool in machine learning.