Design Patterns für Machine Learning : Entwurfsmuster für Datenaufbereitung, Modellbildung und MLOps - Best Practices für die gesamte ML-Pipeline
Language: German
Published by Dpunkt.Verlag Nov 2021, 2021
- Softcover
- New
Seller: AHA-BUCH GmbH, Einbeck, GermanyAHA-BUCH GmbH
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Neuware - Behandelt alle Phasen der ML-Produktpipeline Klar strukturierter Aufbau, der dafür sorgt, dass sichKonzepte und Zusammenhänge rasch erschließen Fokus auf TensorFlow, aber auch übertragbar auf PyTorch-Projekte Die Design Patterns in diesem Buch zeigen praxiserprobte Lösungen für wiederkehrende Aufgaben im Machine Learning. Die Autor:innen - ML-Experten bei Google - beschreiben Methoden, die Data Scientists helfen, typische Probleme im gesamten ML-Prozess zu bewältigen. Die Entwurfsmuster verdichten die Erfahrungen von Hunderten von Expert:innen zu klar strukturierten, zugänglichen Best Practices. Das Buch bietet detaillierte Erläuterungen zu 30 Mustern für die Daten- und Problemdarstellung, Operationalisierung, Wiederholbarkeit, Reproduzierbarkeit, Flexibilität, Erklärbarkeit und Fairness. Zu jedem Muster erhalten Sie eine Beschreibung des Problems, eine Vielzahl möglicher Lösungen sowie Empfehlungen, welche Technik die beste für Ihre Problemstellung ist. Erfahren Sie, wie Sie: Herausforderungen beim Trainieren, Bewerten und Deployen von ML-Modellen erkennen und überwinden Daten für verschiedene ML-Modelltypen mit Einbettungen, Feature Crosses und mehr darstellen den richtigen Modelltyp für bestimmte Fragestellungen auswählen eine robuste Trainingsschleife mit Checkpoints, Verteilungsstrategie und Hyperparameter-Tuning erstellen skalierbare ML-Systeme deployen, die bei erneutem Training aktuelle Daten berücksichtigen Modellvorhersagen für Stakeholder interpretieren Modellgenauigkeit, Reproduzierbarkeit, Resilienz und Fairness verbessern.…
Seller Inventory # 9783960091646
- Title
- Design Patterns für Machine Learning : Entwurfsmuster für Datenaufbereitung, Modellbildung und MLOps - Best Practices für die gesamte ML-Pipeline
- Author
- Valliappa Lakshmanan
- Publisher
- Dpunkt.Verlag Nov 2021
- Publication year
- 2021
- Condition
- Neu
- Binding
- Taschenbuch
- Language
- German
- ISBN 10
- 3960091648
- ISBN 13
- 9783960091646
- Item weight
- 784 grams
- Dimensions
- 238x163x25 mm
"Synopsis" may belong to another edition of this title.
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