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Deep learning / Christopher M. Bishop (2024)
Titre : Deep learning : foundations and concepts Type de document : texte imprimé Auteurs : Christopher M. Bishop (1959-....), Auteur ; Hugh Bishop, Auteur Editeur : Cham : Springer International Publishing Année de publication : 2024 Importance : 1 vol. (XX-649 p.) Présentation : ill. en noir et en coul. Format : 25 cm ISBN/ISSN/EAN : 978-3-031-45467-7 Note générale : PPN 276470680 Langues : Anglais (eng) Tags : Intelligence artificielle -- Manuels d'enseignement supérieur Apprentissage profond -- Manuels d'enseignement supérieur Artificial intelligence -- Textbooks Machine learning -- Textbooks
Artificial intelligence -- Data processing -- TextbooksIndex. décimale : 006.31 Apprentissage automatique (informatique) Résumé : "This book offers a comprehensive introduction to the central ideas that underpin deep learning. It is intended both for newcomers to machine learning and for those already experienced in the field. Covering key concepts relating to contemporary architectures and techniques, this essential book equips readers with a robust foundation for potential future specialization. The field of deep learning is undergoing rapid evolution, and therefore this book focusses on ideas that are likely to endure the test of time. The book is organized into numerous bite-sized chapters, each exploring a distinct topic, and the narrative follows a linear progression, with each chapter building upon content from its predecessors. This structure is well-suited to teaching a two-semester undergraduate or postgraduate machine learning course, while remaining equally relevant to those engaged in active research or in self-study. A full understanding of machine learning requires some mathematical background and so the book includes a self-contained introduction to probability theory. However, the focus of the book is on conveying a clear understanding of ideas, with emphasis on the real-world practical value of techniques rather than on abstract theory. Complex concepts are therefore presented from multiple complementary perspectives including textual descriptions, diagrams, mathematical formulae, and pseudo-code." (4e de couverture) Note de contenu : Contient des exercices
Bibliographie p. 625-640. Index
Sommaire : 1. The deep learning revolution -2. Probabilities -3. Standard distributions -4. Single-layer networks: regression -5. Single-layer networks: classification -6. Deep neural networks -7. Gradient descent -8. Backpropagation -9. Regularization -10. Convolutional networks -11. Structured distributions -12. Transformers -13. Graph neural networks -14. Sampling -15. Discrete latent variables -16. Continuous latent variables -17. Generative adversarial networks -18. Normalizing flows -19. Autoencoders -20. Diffusion models - Appendix A. Linear algebra - Appendix B. Calculus of variations - Appendix C. Lagrange multipliers -Deep learning : foundations and concepts [texte imprimé] / Christopher M. Bishop (1959-....), Auteur ; Hugh Bishop, Auteur . - Cham : Springer International Publishing, 2024 . - 1 vol. (XX-649 p.) : ill. en noir et en coul. ; 25 cm.
ISBN : 978-3-031-45467-7
PPN 276470680
Langues : Anglais (eng)
Tags : Intelligence artificielle -- Manuels d'enseignement supérieur Apprentissage profond -- Manuels d'enseignement supérieur Artificial intelligence -- Textbooks Machine learning -- Textbooks
Artificial intelligence -- Data processing -- TextbooksIndex. décimale : 006.31 Apprentissage automatique (informatique) Résumé : "This book offers a comprehensive introduction to the central ideas that underpin deep learning. It is intended both for newcomers to machine learning and for those already experienced in the field. Covering key concepts relating to contemporary architectures and techniques, this essential book equips readers with a robust foundation for potential future specialization. The field of deep learning is undergoing rapid evolution, and therefore this book focusses on ideas that are likely to endure the test of time. The book is organized into numerous bite-sized chapters, each exploring a distinct topic, and the narrative follows a linear progression, with each chapter building upon content from its predecessors. This structure is well-suited to teaching a two-semester undergraduate or postgraduate machine learning course, while remaining equally relevant to those engaged in active research or in self-study. A full understanding of machine learning requires some mathematical background and so the book includes a self-contained introduction to probability theory. However, the focus of the book is on conveying a clear understanding of ideas, with emphasis on the real-world practical value of techniques rather than on abstract theory. Complex concepts are therefore presented from multiple complementary perspectives including textual descriptions, diagrams, mathematical formulae, and pseudo-code." (4e de couverture) Note de contenu : Contient des exercices
Bibliographie p. 625-640. Index
Sommaire : 1. The deep learning revolution -2. Probabilities -3. Standard distributions -4. Single-layer networks: regression -5. Single-layer networks: classification -6. Deep neural networks -7. Gradient descent -8. Backpropagation -9. Regularization -10. Convolutional networks -11. Structured distributions -12. Transformers -13. Graph neural networks -14. Sampling -15. Discrete latent variables -16. Continuous latent variables -17. Generative adversarial networks -18. Normalizing flows -19. Autoencoders -20. Diffusion models - Appendix A. Linear algebra - Appendix B. Calculus of variations - Appendix C. Lagrange multipliers -Réservation
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Code-barres Cote Support Localisation Section Disponibilité Nom du donateur OCA-NI-010919 010919 Ouvrages / Books OCA Bib. Nice Mont-Gros NI-Salle de lecture-Ouvrages Sorti jusqu'au 04/12/2024 Digital signal processing with field programmable gate arrays [4th ed.] / Uwe Meyer-Baese (2014)
Titre : Digital signal processing with field programmable gate arrays [4th ed.] Type de document : document multimédia Auteurs : Uwe Meyer-Baese, Auteur Mention d'édition : Fourth edition Editeur : Cham : Springer International Publishing Année de publication : 2014 Collection : Signals and Communication Technology, ISSN 1860-4862 Importance : 1 vol. (XXIII, 930 p.) Présentation : 459 ill., 11 ill. en coul. Format : 24 cm Accompagnement : 1 CD-ROM ISBN/ISSN/EAN : 978-3-642-45308-3 Note générale : Contient : 1. Introduction. - 2. Computer Arithmetic. - 3. Finite Impulse Response (FIR) Digital Filters. - 4.Infinite Impulse Response (IIR) Digital Filters. - 5. Multirate Signal Processing. - 6. Fourier Transforms. - 7. Communication systems. - 8. Adaptive systems. - 9. Microprocessor Design. - 10. Image and video processing . - Appendix A à E. - References. - Index.
PPN 191853550Langues : Anglais (eng) Tags : Traitement du signal -- Techniques numériques Réseaux logiques programmables par l'utilisateur Fourier, Transformations de Filtrage du signal Filtres numériques (électricité) Ingénierie Signal processing -- Digital techniques Field programmable gate arrays Fourier transformations Electric filters, Digital Engineering Index. décimale : 621.382 2 Théorie de l'information. Traitement du signal Note de contenu : Glossaire p. 895-902. - Bibliogr. p. 903-922. - Index p. 923-930. Digital signal processing with field programmable gate arrays [4th ed.] [document multimédia] / Uwe Meyer-Baese, Auteur . - Fourth edition . - Cham : Springer International Publishing, 2014 . - 1 vol. (XXIII, 930 p.) : 459 ill., 11 ill. en coul. ; 24 cm + 1 CD-ROM. - (Signals and Communication Technology, ISSN 1860-4862) .
ISBN : 978-3-642-45308-3
Contient : 1. Introduction. - 2. Computer Arithmetic. - 3. Finite Impulse Response (FIR) Digital Filters. - 4.Infinite Impulse Response (IIR) Digital Filters. - 5. Multirate Signal Processing. - 6. Fourier Transforms. - 7. Communication systems. - 8. Adaptive systems. - 9. Microprocessor Design. - 10. Image and video processing . - Appendix A à E. - References. - Index.
PPN 191853550
Langues : Anglais (eng)
Tags : Traitement du signal -- Techniques numériques Réseaux logiques programmables par l'utilisateur Fourier, Transformations de Filtrage du signal Filtres numériques (électricité) Ingénierie Signal processing -- Digital techniques Field programmable gate arrays Fourier transformations Electric filters, Digital Engineering Index. décimale : 621.382 2 Théorie de l'information. Traitement du signal Note de contenu : Glossaire p. 895-902. - Bibliogr. p. 903-922. - Index p. 923-930. Réservation
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Code-barres Cote Support Localisation Section Disponibilité Nom du donateur OCA-NI-009517 009517 Ouvrages / Books OCA Bib. Nice Mont-Gros NI-Salle de lecture-Ouvrages Disponible Geology of Afar (East Africa) / Jacques Varet (cop. 2018)
Titre : Geology of Afar (East Africa) Type de document : texte imprimé Auteurs : Jacques Varet, Auteur Editeur : Cham : Springer International Publishing Année de publication : cop. 2018 Collection : Regional Geology Reviews Importance : 1 vol. (XVIII-336 p.) Présentation : ill. en coul., couv. ill. en coul., diagr., cartes Format : 28 cm ISBN/ISSN/EAN : 978-3-319-60863-1 Note générale : PPN 225307618 Langues : Anglais (eng) Tags : Géologie historique -- Afar, Dépression de l' Géologie économique -- Afar, Dépression de l' Géomorphologie structurale -- Afar, Dépression de l' Historical geology -- Afar kelel (Ethiopia) Geology, economic -- Afar kelel (Ethiopia) Geology, Structural -- Afar kelel (Ethiopia) Index. décimale : 556.3 Sciences de la terre - Ethiopie et Erythrée Note de contenu : Bibliogr. en fin de chapitre Geology of Afar (East Africa) [texte imprimé] / Jacques Varet, Auteur . - Cham : Springer International Publishing, cop. 2018 . - 1 vol. (XVIII-336 p.) : ill. en coul., couv. ill. en coul., diagr., cartes ; 28 cm. - (Regional Geology Reviews) .
ISBN : 978-3-319-60863-1
PPN 225307618
Langues : Anglais (eng)
Tags : Géologie historique -- Afar, Dépression de l' Géologie économique -- Afar, Dépression de l' Géomorphologie structurale -- Afar, Dépression de l' Historical geology -- Afar kelel (Ethiopia) Geology, economic -- Afar kelel (Ethiopia) Geology, Structural -- Afar kelel (Ethiopia) Index. décimale : 556.3 Sciences de la terre - Ethiopie et Erythrée Note de contenu : Bibliogr. en fin de chapitre Réservation
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Code-barres Cote Support Localisation Section Disponibilité Nom du donateur OCA-SA-005835 VAR-02 Ouvrages / Books OCA Bib. Géoazur Sophia-Antipolis SA-Salle-A213-Ouvrages Disponible Geosciences and the Sustainable Development Goals / Joel C. Gill (2021, cop. 2021)
Titre : Geosciences and the Sustainable Development Goals Type de document : texte imprimé Auteurs : Joel C. Gill, Editeur scientifique ; Martin Smith, Editeur scientifique Editeur : Cham : Springer International Publishing Année de publication : 2021, cop. 2021 Collection : Sustainable development Goals series, ISSN 2523-3084 Importance : 1 vol. (xxiv-474 p.) Présentation : ill.en coul., diagr., phot., cartes Format : 26 cm ISBN/ISSN/EAN : 978-3-030-38815-7 Note générale : PPN 25845301X Langues : Anglais (eng) Tags : Sciences de la Terre Développement durable Environnement Géographie physique Earth sciences Sustainable Development Ecology Physical Geography Index. décimale : 577 Ecologie Résumé : Meeting the targets of the UN Sustainable Development Goals (SDGs) requires contributions by scientists focusing on understanding, monitoring, protecting, managing and restoring the natural environment, including geoscientists. This book presents the first detailed discussion on the role of the geological sciences (geosciences) community in the implementation of the SDGs. Unlike traditional geosciences textbooks, it is structured according to development priorities, framed in the context of the 17 SDGs. Written by international experts from diverse range of geosciences / development disciplines, it explores themes linked to both science and the professional practice of science (e.g., ethics, equity, conduct, and partnerships). The book is intended for graduate and senior undergraduate students in the earth sciences, as well as practicing geologists and experts from other sectors involved in sustainability initiatives.(4ème de couverture) Note de contenu : Sommaire : Preface. - Introduction. - Contents. - 1. End Poverty in All Its Forms Everywhere. - 2. Zero Hunger. - 3. Ensure Healthy Lives and Promote Well-Being. - 4. Quality Education. - 5. Achieve Gender Equality and Empower All Women. - 6. Clean Water and Sanitation. - 7. Affordable and Clean Energy. - 8. Decent Work and Economic Growth. - 9. Infrastructure, Industry and Innovation. - 10. Reduce Inequality Within and Amongst Countries. - 11. Sustainable Cities and Communities. - 12. Ensure Sustainable Consumption and Production Patterns. - 13. Climate Action. - 14. Conserve and Sustainably Use the Oceans, Seas, and Marine Resources. - 15. Life on Land. - 16. Peace, Justice and Strong institutions. - 17. Partnerships for the Goals. - 18. Reshaping Geoscience to Help Deliver the Sustainable Development Goals. -- Références bibliographiques en fin de chapitre. Index p. 469-474 Geosciences and the Sustainable Development Goals [texte imprimé] / Joel C. Gill, Editeur scientifique ; Martin Smith, Editeur scientifique . - Cham : Springer International Publishing, 2021, cop. 2021 . - 1 vol. (xxiv-474 p.) : ill.en coul., diagr., phot., cartes ; 26 cm. - (Sustainable development Goals series, ISSN 2523-3084) .
ISBN : 978-3-030-38815-7
PPN 25845301X
Langues : Anglais (eng)
Tags : Sciences de la Terre Développement durable Environnement Géographie physique Earth sciences Sustainable Development Ecology Physical Geography Index. décimale : 577 Ecologie Résumé : Meeting the targets of the UN Sustainable Development Goals (SDGs) requires contributions by scientists focusing on understanding, monitoring, protecting, managing and restoring the natural environment, including geoscientists. This book presents the first detailed discussion on the role of the geological sciences (geosciences) community in the implementation of the SDGs. Unlike traditional geosciences textbooks, it is structured according to development priorities, framed in the context of the 17 SDGs. Written by international experts from diverse range of geosciences / development disciplines, it explores themes linked to both science and the professional practice of science (e.g., ethics, equity, conduct, and partnerships). The book is intended for graduate and senior undergraduate students in the earth sciences, as well as practicing geologists and experts from other sectors involved in sustainability initiatives.(4ème de couverture) Note de contenu : Sommaire : Preface. - Introduction. - Contents. - 1. End Poverty in All Its Forms Everywhere. - 2. Zero Hunger. - 3. Ensure Healthy Lives and Promote Well-Being. - 4. Quality Education. - 5. Achieve Gender Equality and Empower All Women. - 6. Clean Water and Sanitation. - 7. Affordable and Clean Energy. - 8. Decent Work and Economic Growth. - 9. Infrastructure, Industry and Innovation. - 10. Reduce Inequality Within and Amongst Countries. - 11. Sustainable Cities and Communities. - 12. Ensure Sustainable Consumption and Production Patterns. - 13. Climate Action. - 14. Conserve and Sustainably Use the Oceans, Seas, and Marine Resources. - 15. Life on Land. - 16. Peace, Justice and Strong institutions. - 17. Partnerships for the Goals. - 18. Reshaping Geoscience to Help Deliver the Sustainable Development Goals. -- Références bibliographiques en fin de chapitre. Index p. 469-474 Réservation
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Code-barres Cote Support Localisation Section Disponibilité Nom du donateur OCA-SA-006556 GIL-09 Ouvrages / Books OCA Bib. Géoazur Sophia-Antipolis SA-Salle-A213-Ouvrages Disponible Giovanni Domenico Cassini / Gabriella Bernardi (2017)
Titre : Giovanni Domenico Cassini : A Modern Astronomer in the 17th Century Type de document : texte imprimé Auteurs : Gabriella Bernardi, Auteur Editeur : Cham : Springer International Publishing Année de publication : 2017 Collection : Springer biographies, ISSN 2365-0613 Importance : 1 vol. (xi, 186 p.) Présentation : ill., couv. ill. en coul., portr. Format : 25 cm ISBN/ISSN/EAN : 978-3-319-63467-8 Note générale : Sommaire (23 chap.) : Introduction (Pages 1-2).- Perinaldo, Land of Astronomers (Pages 5-8). - Genoa and the College of the Jesuits (Pages 9-13).- Castle of Panzano (Pages 17-20). - Archiginnasio (Pages 21-24). - Comet 1652, the First(Pages 25-27). - The Meridian Line or Heliometer in the Basilica of San Petronio (Pages 29-35).- Superintendent of Public Waters (Pages 37-42). - The Queen and the Comet(Pages 43-47). - And the Winner Is… (Pages 49-52). - Jupiter et al. (Pages 53-58). - Ephemerides Bononienses Mediceorum Syderum (Pages 59-64). - Louis XIV (Pages 67-73). - The New Observatory (Pages 75-80) . - Sunspots (Pages 81-86). - Saturn (Pages 87-94). - Jean Dominique Cassini (Pages 95-100). - Cassini Maps (Pages 101-110). - Journey to Italy (Pages 111-114) . - Cassini Dynasty (Pages 115-121). - Nephews Maraldi(Pages 123-129). - A Bit of Dark, A Bit of Light, A Bit of Space (Pages 131-136). - Conclusion(Pages 137-141). - Appendix A [poèmes de G.D. Cassini] (p.143). - Appendix B (p.157). - Appendix C (p.161) - Appendix D [éloge de Mr Maraldi] (p.163) - Appendix E : Tableau chronologique de la vie et des ouvrages de J.D. Cassini (p.169). - Bibliographie (p.185). --- Contient des portraits : Cassini, César-François ou Cassini III (p.118) ; Maraldi I (p.125) ; Maraldi II (p.127) ; Marsigli, Luigi Ferdinando (p.134). --- PPN 220445842
Langues : Anglais (eng) Tags : Cassini, Jean-Dominique (1625-1712) -- Biographies Astronomes -- Biographies -- 17e siècle Cartographes -- Italie -- Biographies Astronomie -- 17e siècle -- Histoire Observatoire de Paris -- Histoire Perinaldo (Italie) Jésuites -- Education -- Italie -- 17e siècle Comètes -- 1652 Taches solaires Saturne (planète) Maraldi, Giacomo Filippo (1665-1729) Maraldi, Giovanni Domenico (1709-1788) Maraldi, Giacomo Filippo(1746-1797 or 1814) Astronomers -- Biography -- 17th century Astronomy -- 17th century -- History Cartographers -- Italy -- Biography Perinaldo (Italy) Jesuits -- Education -- Italy -- 17th century Comets -- 1652 Sunspots Saturn (planet) Index. décimale : 520.92 Astronomie et sciences connexes - Étude relative à une personne Résumé : This book offers a fascinating account of the life and scientific achievements of Giovanni Domenico Cassini, or Cassini I, the most famous astronomer of his time, who is remembered today especially for his observations of the rings and satellites of Saturn and his earlier construction of the great meridian line in the Basilica of San Petronio in Bologna. The various stages of his life are recounted in an engaging style, from his early childhood in Perinaldo and his time at the famous Jesuit College in Genoa, to his later experiences in Bologna and Paris. The emphasis, however, is on the scientific side of his life. The book explores his impressive body of work in diverse fields while also drawing attention to the international character of his endeavors, the rigor of his research, and his outstanding management skills, which combined to make him an early embodiment of the “European scientist.” It was also these abilities that gained him the attention of the most powerful king in Europe, Louis XIV of France (the “Sun King”), under the auspices of whom he set up the Paris Observatory in 1671. He would go on to serve as Director of the Observatory, where he would make the majority of his scientific discoveries, for the rest of his life. Note de contenu : Tableau chronologique de la vie et des ouvrages de J.D. Cassini p.169-184. - Bibliographie (inclus webographie) p. 185-186 Giovanni Domenico Cassini : A Modern Astronomer in the 17th Century [texte imprimé] / Gabriella Bernardi, Auteur . - Cham : Springer International Publishing, 2017 . - 1 vol. (xi, 186 p.) : ill., couv. ill. en coul., portr. ; 25 cm. - (Springer biographies, ISSN 2365-0613) .
ISBN : 978-3-319-63467-8
Sommaire (23 chap.) : Introduction (Pages 1-2).- Perinaldo, Land of Astronomers (Pages 5-8). - Genoa and the College of the Jesuits (Pages 9-13).- Castle of Panzano (Pages 17-20). - Archiginnasio (Pages 21-24). - Comet 1652, the First(Pages 25-27). - The Meridian Line or Heliometer in the Basilica of San Petronio (Pages 29-35).- Superintendent of Public Waters (Pages 37-42). - The Queen and the Comet(Pages 43-47). - And the Winner Is… (Pages 49-52). - Jupiter et al. (Pages 53-58). - Ephemerides Bononienses Mediceorum Syderum (Pages 59-64). - Louis XIV (Pages 67-73). - The New Observatory (Pages 75-80) . - Sunspots (Pages 81-86). - Saturn (Pages 87-94). - Jean Dominique Cassini (Pages 95-100). - Cassini Maps (Pages 101-110). - Journey to Italy (Pages 111-114) . - Cassini Dynasty (Pages 115-121). - Nephews Maraldi(Pages 123-129). - A Bit of Dark, A Bit of Light, A Bit of Space (Pages 131-136). - Conclusion(Pages 137-141). - Appendix A [poèmes de G.D. Cassini] (p.143). - Appendix B (p.157). - Appendix C (p.161) - Appendix D [éloge de Mr Maraldi] (p.163) - Appendix E : Tableau chronologique de la vie et des ouvrages de J.D. Cassini (p.169). - Bibliographie (p.185). --- Contient des portraits : Cassini, César-François ou Cassini III (p.118) ; Maraldi I (p.125) ; Maraldi II (p.127) ; Marsigli, Luigi Ferdinando (p.134). --- PPN 220445842
Langues : Anglais (eng)
Tags : Cassini, Jean-Dominique (1625-1712) -- Biographies Astronomes -- Biographies -- 17e siècle Cartographes -- Italie -- Biographies Astronomie -- 17e siècle -- Histoire Observatoire de Paris -- Histoire Perinaldo (Italie) Jésuites -- Education -- Italie -- 17e siècle Comètes -- 1652 Taches solaires Saturne (planète) Maraldi, Giacomo Filippo (1665-1729) Maraldi, Giovanni Domenico (1709-1788) Maraldi, Giacomo Filippo(1746-1797 or 1814) Astronomers -- Biography -- 17th century Astronomy -- 17th century -- History Cartographers -- Italy -- Biography Perinaldo (Italy) Jesuits -- Education -- Italy -- 17th century Comets -- 1652 Sunspots Saturn (planet) Index. décimale : 520.92 Astronomie et sciences connexes - Étude relative à une personne Résumé : This book offers a fascinating account of the life and scientific achievements of Giovanni Domenico Cassini, or Cassini I, the most famous astronomer of his time, who is remembered today especially for his observations of the rings and satellites of Saturn and his earlier construction of the great meridian line in the Basilica of San Petronio in Bologna. The various stages of his life are recounted in an engaging style, from his early childhood in Perinaldo and his time at the famous Jesuit College in Genoa, to his later experiences in Bologna and Paris. The emphasis, however, is on the scientific side of his life. The book explores his impressive body of work in diverse fields while also drawing attention to the international character of his endeavors, the rigor of his research, and his outstanding management skills, which combined to make him an early embodiment of the “European scientist.” It was also these abilities that gained him the attention of the most powerful king in Europe, Louis XIV of France (the “Sun King”), under the auspices of whom he set up the Paris Observatory in 1671. He would go on to serve as Director of the Observatory, where he would make the majority of his scientific discoveries, for the rest of his life. Note de contenu : Tableau chronologique de la vie et des ouvrages de J.D. Cassini p.169-184. - Bibliographie (inclus webographie) p. 185-186 Réservation
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