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Vom Modell Zum Markt: MLOps Engineering: Versionierung, Überwachung und Bereitstellung von KI-Modellen in der Produktion
Paperback
Publisher: Independently Published
Published: Jul 14 2026
Pages: 282
Weight: 0.76
Height: 0.70 Width: 6.00 Depth: 9.00
Language: German
VOM MODELL ZUM MARKT ist ein praxisorientierter Leitfaden für Machine-Learning-Ingenieure, Data Scientists, MLOps-Spezialisten und Softwareentwickler, die KI-Modelle zuverlässig in Produktionsumgebungen bereitstellen und betreiben möchten.
Ein erfolgreiches Machine-Learning-Modell ist nur der Anfang. Der wahre Mehrwert entsteht erst dann, wenn Modelle reproduzierbar trainiert, versioniert, überwacht, skaliert und kontinuierlich verbessert werden können. Genau hier setzt MLOps an.
Dieses Buch zeigt, wie moderne MLOps-Plattformen aufgebaut werden und wie der gesamte Lebenszyklus eines KI-Modells - von der Entwicklung bis zum produktiven Einsatz - effizient verwaltet wird. Der Fokus liegt auf bewährten Methoden, Automatisierung und der zuverlässigen Bereitstellung von Machine-Learning-Systemen in realen Unternehmensumgebungen.
Du lernst unter anderem:
- Wie Machine-Learning-Workflows reproduzierbar gestaltet werden
- Wie Modelle, Datensätze und Experimente professionell versioniert werden
- Wie automatisierte Trainings- und Bereitstellungspipelines aufgebaut werden
- Wie KI-Modelle in Produktionsumgebungen überwacht werden
- Wie Model Drift, Datenqualität und Leistungsprobleme erkannt werden
- Wie Continuous Integration und Continuous Deployment für Machine Learning umgesetzt werden
- Wie skalierbare MLOps-Architekturen entwickelt werden
- Wie Governance, Sicherheit und Nachvollziehbarkeit gewährleistet werden
Praxisnahe Beispiele und produktionsorientierte Szenarien helfen dabei, moderne MLOps-Prinzipien direkt in eigenen Projekten anzuwenden und robuste KI-Systeme aufzubauen.
Ob Startup, Forschungsteam oder Gro unternehmen - dieses Buch vermittelt die Fähigkeiten, um Machine-Learning-Modelle effizient vom Experiment bis zur geschäftskritischen Anwendung zu führen.
VOM MODELL ZUM MARKT - Für alle, die KI nicht nur entwickeln, sondern erfolgreich in die Produktion bringen wollen.
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