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Editore: Springer Nature Singapore, Springer Nature Singapore Apr 2025, 2025
ISBN 10: 9819615003 ISBN 13: 9789819615001
Lingua: Inglese
Da: Wegmann1855, Zwiesel, Germania
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Aggiungi al carrelloBuch. Condizione: Neu. Neuware -This book introduces the CAML model, a novel integration of Cellular Automata (CA) and Machine Learning (ML), designed to deliver e¿cient computation with minimal training data and low computing resources. CAML operates through two key perspectives: one where CA is enhanced by ML to handle complex non-linear evolution, and another where CA strengthens ML by leveraging linear CA evolution to process linear functions e¿ectively.
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Aggiungi al carrelloBuch. Condizione: Neu. New Kind of Machine Learning-Cellular Automata Model | Parimal Pal Chaudhuri (u. a.) | Buch | xvi | Englisch | 2025 | Springer | EAN 9789819615001 | Verantwortliche Person für die EU: Springer Verlag GmbH, Tiergartenstr. 17, 69121 Heidelberg, juergen[dot]hartmann[at]springer[dot]com | Anbieter: preigu.
Editore: Springer-Nature New York Inc, 2025
ISBN 10: 9819615003 ISBN 13: 9789819615001
Lingua: Inglese
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Editore: Springer Nature Singapore, Springer Nature Singapore Apr 2025, 2025
ISBN 10: 9819615003 ISBN 13: 9789819615001
Lingua: Inglese
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Aggiungi al carrelloBuch. Condizione: Neu. Neuware -This book introduces the CAML model, a novel integration of Cellular Automata (CA) and Machine Learning (ML), designed to deliver e¿cient computation with minimal training data and low computing resources. CAML operates through two key perspectives: one where CA is enhanced by ML to handle complex non-linear evolution, and another where CA strengthens ML by leveraging linear CA evolution to process linear functions e¿ectively.Springer Verlag GmbH, Tiergartenstr. 17, 69121 Heidelberg 412 pp. Englisch.
Editore: Springer Nature Singapore, Springer Nature Singapore Apr 2025, 2025
ISBN 10: 9819615003 ISBN 13: 9789819615001
Lingua: Inglese
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Aggiungi al carrelloBuch. Condizione: Neu. Neuware - This book introduces the CAML model, a novel integration of Cellular Automata (CA) and Machine Learning (ML), designed to deliver e cient computation with minimal training data and low computing resources. CAML operates through two key perspectives: one where CA is enhanced by ML to handle complex non-linear evolution, and another where CA strengthens ML by leveraging linear CA evolution to process linear functions e ectively.The book focuses on real-world applications of CA, such as in Computational Biology, where CAML models protein chains to predict mutations linked to human diseases, using carefully designed CA rule sequences for each amino acid. Another significant application is in multi-language Sentiment Analysis, where the model analyzes text in five languages (Hindi, Arabic, English, Greek, and Georgian), without relying on pre-trained language models.CAML uses CA rules for Unicode character modeling, o ering a transparent, interpretable prediction algorithm.Overall, CAML aims to drive industrial and societal applications of CA, with an emphasis on transparent results and e cient hardware design through CA's regular, modular, and scalable structure.
Editore: Springer Nature Singapore, Springer Nature Singapore Apr 2025, 2025
ISBN 10: 9819615003 ISBN 13: 9789819615001
Lingua: Inglese
Da: Rheinberg-Buch Andreas Meier eK, Bergisch Gladbach, Germania
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Aggiungi al carrelloBuch. Condizione: Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -This book introduces the CAML model, a novel integration of Cellular Automata (CA) and Machine Learning (ML), designed to deliver e cient computation with minimal training data and low computing resources. CAML operates through two key perspectives: one where CA is enhanced by ML to handle complex non-linear evolution, and another where CA strengthens ML by leveraging linear CA evolution to process linear functions e ectively.The book focuses on real-world applications of CA, such as in Computational Biology, where CAML models protein chains to predict mutations linked to human diseases, using carefully designed CA rule sequences for each amino acid. Another significant application is in multi-language Sentiment Analysis, where the model analyzes text in five languages (Hindi, Arabic, English, Greek, and Georgian), without relying on pre-trained language models.CAML uses CA rules for Unicode character modeling, o ering a transparent, interpretable prediction algorithm.Overall, CAML aims to drive industrial and societal applications of CA, with an emphasis on transparent results and e cient hardware design through CA's regular, modular, and scalable structure. 412 pp. Englisch.
Editore: Springer Nature Singapore, Springer Nature Singapore Apr 2025, 2025
ISBN 10: 9819615003 ISBN 13: 9789819615001
Lingua: Inglese
Da: BuchWeltWeit Ludwig Meier e.K., Bergisch Gladbach, Germania
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Aggiungi al carrelloBuch. Condizione: Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -This book introduces the CAML model, a novel integration of Cellular Automata (CA) and Machine Learning (ML), designed to deliver e cient computation with minimal training data and low computing resources. CAML operates through two key perspectives: one where CA is enhanced by ML to handle complex non-linear evolution, and another where CA strengthens ML by leveraging linear CA evolution to process linear functions e ectively.The book focuses on real-world applications of CA, such as in Computational Biology, where CAML models protein chains to predict mutations linked to human diseases, using carefully designed CA rule sequences for each amino acid. Another significant application is in multi-language Sentiment Analysis, where the model analyzes text in five languages (Hindi, Arabic, English, Greek, and Georgian), without relying on pre-trained language models.CAML uses CA rules for Unicode character modeling, o ering a transparent, interpretable prediction algorithm.Overall, CAML aims to drive industrial and societal applications of CA, with an emphasis on transparent results and e cient hardware design through CA's regular, modular, and scalable structure. 412 pp. Englisch.
Editore: Springer-Nature New York Inc, 2025
ISBN 10: 9819615003 ISBN 13: 9789819615001
Lingua: Inglese
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