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  • 1
    ISBN: 9781098119102 , 109811910X
    Language: English
    Pages: 1 online resource
    Parallel Title: Erscheint auch als
    DDC: 006.3/1
    Keywords: Machine learning
    Abstract: Most intermediate-level machine learning books focus on how to optimize models by increasing accuracy or decreasing prediction error. But this approach often overlooks the importance of understanding why and how your ML model makes the predictions that it does. Explainability methods provide an essential toolkit for better understanding model behavior, and this practical guide brings together best-in-class techniques for model explainability. Experienced machine learning engineers and data scientists will learn hands-on how these techniques work so that you'll be able to apply these tools more easily in your daily workflow. This essential book provides: A detailed look at some of the most useful and commonly used explainability techniques, highlighting pros and cons to help you choose the best tool for your needs Tips and best practices for implementing these techniques A guide to interacting with explainability and how to avoid common pitfalls The knowledge you need to incorporate explainability in your ML workflow to help build more robust ML systems Advice about explainable AI techniques, including how to apply techniques to models that consume tabular, image, or text data Example implementation code in Python using well-known explainability libraries for models built in Keras and TensorFlow 2.0, PyTorch, and HuggingFace.
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  • 2
    Online Resource
    Online Resource
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Language: English
    Pages: 1 online resource (158 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local
    Abstract: The design patterns in this book capture best practices and solutions to recurring problems in machine learning. Authors Valliappa Lakshmanan, Sara Robinson, and Michael Munn catalog the first tried-and-proven methods to help engineers tackle problems that frequently crop up during the ML process. These design patterns codify the experience of hundreds of experts into advice you can easily follow. The authors, three Google Cloud engineers, describe 30 patterns for data and problem representation, operationalization, repeatability, reproducibility, flexibility, explainability, and fairness. Each pattern includes a description of the problem, a variety of potential solutions, and recommendations for choosing the most appropriate remedy for your situation. You'll learn how to: Identify and mitigate common challenges when training, evaluating, and deploying ML models Represent data for different ML model types, including embeddings, feature crosses, and more Choose the right model type for specific problems Build a robust training loop that uses checkpoints, distribution strategy, and hyperparameter tuning Deploy scalable ML systems that you can retrain and update to reflect new data Interpret model predictions for stakeholders and ensure that models are treating users fairly
    Note: Online resource; Title from title page (viewed February 25, 2021) , Mode of access: World Wide Web.
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  • 3
    Online Resource
    Online Resource
    New York : Biteback Publishing
    ISBN: 9781849544139
    Language: English
    Pages: Online-Ressource (432 p)
    Parallel Title: Print version Hitler and the Nazi Cult of Celebrity
    DDC: 943.086
    Keywords: Hitler, Adolf ; 1889-1945 ; National socialism and motion pictures ; Fame ; Political aspects ; Germany ; History ; 20th century ; Nazis ; Sexual behavior ; Electronic books ; Electronic books
    Abstract: Hitler believed himself to be as much an artist as a politician, and his rise to power owed a great deal to the creation of myth around his own personality. In his Germany politics and culture became one, the cult of celebrity nurtured and driven by Hitler and his acolyte Joseph Goebbels. In their version of Hollywood there were scandals, starlets, secret agents, premieres and the infamous 'casting couch'. But one of the actresses was a Soviet agent who held the key to killing the Führer. Hitler and the Nazi Cult of Celebrity probes the correlation between art and ambition, shows how films wer
    Description / Table of Contents: Cover; Title Page; Table of Contents; INTRODUCTION; CHAPTER ONE : CELEBRITY, SEX AND DEATH; CHAPTER TWO : IN THAT HOUR; CHAPTER THREE : IMPURITY OF THE BLOOD; CHAPTER FOUR : HIS GREATEST ROLE; CHAPTER FIVE : GOD'S GIFT; CHAPTER SIX : HITLER'S PUBLICIST; CHAPTER SEVEN : THE HOLY FAMILY OF THE THIRD REICH; CHAPTER EIGHT : MERCHANDISING ADOLF; CHAPTER NINE : SEVEN CHAMBERS OF CULTURE; CHAPTER TEN : EXODUS; CHAPTER ELEVEN : SLEEPER STAR; CHAPTER TWELVE : THE WILL TO TRIUMPH; CHAPTER THIRTEEN : LEADING LADIES OF THE THIRD REICH; CHAPTER FOURTEEN : THE SINGING SPY
    Description / Table of Contents: CHAPTER FIFTEEN : THE DEPTHS OF HELLCHAPTER SIXTEEN : THE FÜHRER VERSUS THE PHOOEY; CHAPTER SEVENTEEN : A REFLECTION OF HITLER; CHAPTER EIGHTEEN : KILLING HITLER; CHAPTER NINETEEN : TIME IS BROKEN; CHAPTER TWENTY : THE PRICE; CHAPTER TWENTY-ONE : THE FALL; CHAPTER TWENTY-TWO : THE FINAL CUT; NOTES; BIBLIOGRAPHY; A, B, C; INDEX; D, E, F; G, H, I; J, K, L; M, N, O; P, Q, R; S, T, U; V, W, X; Y, Z; Plates; Copyright; Advertisement;
    Note: Description based upon print version of record
    URL: Volltext  (lizenzpflichtig)
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  • 4
    Book
    Book
    London : Robson Press
    ISBN: 1849541892 , 9781849541893
    Language: English
    Pages: IX, 290 S. , Ill. , 23x20 cm
    DDC: 943.086092
    RVK:
    Keywords: Hitler, Adolf ; Geschichte ; Personenkult ; Nationalsozialismus ; Führerprinzip ; Propaganda ; Kult ; Film ; Filmwirtschaft ; Deutschland ; Deutsches Reich
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  • 5
    ISBN: 0860514951
    Language: English
    Pages: 148 S. , zahlr. Ill.
    Edition: 1. publ.
    RVK:
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  • 6
    Orig.schr. Ausgabe: 第1版.
    Title: 机器学习设计模式 = : Machine learning design patterns /
    Publisher: 东南大学出版社 = Southeast University Press,
    ISBN: 9787564196776 , 7564196777
    Language: Chinese
    Pages: 1 online resource (386 pages) , illustrations
    Edition: Di 1 ban.
    Uniform Title: Machine learning design patterns
    DDC: 006.31
    Keywords: Machine learning ; Big data ; Big data ; Machine learning
    Abstract: Detailed summary in vernacular field.
    Note: 880-04;O'Reilly Media, Inc. shou quan chu ban
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  • 7
    Online Resource
    Online Resource
    [Erscheinungsort nicht ermittelbar] : dpunkt | Boston, MA : Safari
    Language: English , German
    Pages: 1 online resource (432 pages)
    Edition: 1st edition
    Keywords: Electronic books
    Abstract: Die Design Patterns in diesem Buch zeigen praxiserprobte Methoden und Lösungen für wiederkehrende Aufgaben beim Machine Learning. Die Autoren, drei Machine-Learning-Experten bei Google, beschreiben bewährte Herangehensweisen, um Data Scientists bei der Lösung gängiger Probleme im gesamten ML-Prozess zu unterstützen. Die Patterns bündeln die Erfahrungen von Hunderten von Experten und bieten einfache, zugängliche Best Practices. In diesem Buch finden Sie detaillierte Erläuterungen zu 30 Patterns für diese Themen: Daten- und Problemdarstellung, Operationalisierung, Wiederholbarkeit, Reproduzierbarkeit, Flexibilität, Erklärbarkeit und Fairness. Jedes Pattern enthält eine Beschreibung des Problems, eine Vielzahl möglicher Lösungen und Empfehlungen für die Auswahl der besten Technik für Ihre Situation.
    Note: Online resource; Title from title page (viewed November 1, 2021) , Mode of access: World Wide Web.
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  • 8
    Orig.schr. Ausgabe: 初版.
    Title: 機械学習デザインパターン : : データ準備, モデル構築, MLOpsの実践上の問題と解決 /
    Publisher: オライリー・ジャパン,
    ISBN: 9784873119564 , 4873119561
    Language: Japanese
    Pages: 1 online resource (414 pages)
    Edition: Shohan.
    Uniform Title: Machine learning design patterns
    DDC: 006.31
    Keywords: Machine learning ; Big data ; Big data ; Machine learning
    Note: In Japanese.
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