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KI-Architektur für Softwareentwickler: Entwicklung skalierbarer Systeme für das KI-Zeitalter by Thompson Carter

KI-Architektur für Softwareentwickler: Entwicklung skalierbarer Systeme für das KI-Zeitalter

by Thompson Carter
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Book cover type: Paperback
  • ISBN13: 9798250205252
  • Binding: Paperback
  • Subject: N/A
  • Publisher: Independently Published
  • Publisher Imprint: Independently Published
  • Publication Date:
  • Pages: 260
  • Original Price: GBP 17.52
  • Language: German
  • Edition: N/A
  • Item Weight: 354 grams
  • BISAC Subject(s): Computer Science

KI-Architektur f�r Softwareentwickler
Entwicklung skalierbarer Systeme f�r das KI-Zeitalter

KI-Features sind leicht zu integrieren.
Skalierbare KI-Systeme zu bauen - nicht.

Ein Chatbot-Demo ist schnell erstellt.
Doch wie sieht eine Architektur aus, die Millionen von Anfragen verarbeitet, Kosten kontrolliert, Daten sch�tzt und langfristig wartbar bleibt?

"KI-Architektur f�r Softwareentwickler" ist Ihr technischer Leitfaden f�r den Aufbau moderner, produktionsreifer KI-Systeme. Dieses Buch verbindet Softwarearchitektur, Machine Learning und Cloud-Infrastruktur zu einem klaren, umsetzbaren Framework.

Keine Spielereien.
Keine Buzzwords.
Sondern belastbare Architekturprinzipien.


Warum KI-Architektur anders gedacht werden muss

KI-Anwendungen bringen neue Herausforderungen:

  • Hohe Latenz durch Modellaufrufe

  • Unvorhersehbare Kosten pro Anfrage

  • Token- und Kontextgrenzen

  • Prompt-Injection und Sicherheitsrisiken

  • Datenpipeline-Komplexit�t

  • Monitoring nicht-deterministischer Systeme

Dieses Buch zeigt Ihnen, wie Sie diese Herausforderungen systematisch adressieren.


Das lernen Sie in diesem Buch

  • Architekturprinzipien f�r KI-gest�tzte Systeme

  • Trennung von Inferenz, Orchestrierung und Business-Logik

  • Retrieval-Augmented Generation (RAG) sauber implementieren

  • Vektorsuche strategisch integrieren

  • Asynchrone Verarbeitung und Queue-Architekturen

  • Caching-Strategien f�r Kosten- und Latenzoptimierung

  • Modellversionierung und Experiment-Tracking

  • Observability f�r KI-Systeme

  • Sicherheitsarchitektur gegen Prompt-Injection

  • Multi-Model-Strategien und Fallback-Systeme


Von der Idee zur skalierbaren Plattform

Sie erfahren, wie Sie:

  • KI-Services modular strukturieren

  • Microservices mit KI-Komponenten kombinieren

  • API-Gateways und Rate-Limiting integrieren

  • Token-Management optimieren

  • Cloud-native Deployments planen

  • Kosten pro Nutzer kalkulieren

  • Failover-Strategien implementieren

Dieses Buch verbindet Backend-Architektur, MLOps und Produktdenken.


Praxisanwendungen

  • KI-Chatbots mit Wissensbasis

  • Intelligente Dokumentensuche

  • Generative Content-Plattformen

  • Empfehlungssysteme

  • Interne KI-Assistenzsysteme

  • Enterprise-KI-Plattformen

Jede Architektur wird mit klaren Designentscheidungen und Trade-offs erkl�rt.


F�r wen ist dieses Buch geeignet?

  • Backend- und Fullstack-Entwickler

  • Softwarearchitekten

  • Tech Leads

  • CTOs und technische Entscheider

  • Entwickler, die KI produktionsreif integrieren m�chten

Wenn Sie KI nicht nur einbauen, sondern nachhaltig skalieren wollen, ist dieses Buch Ihr Architekturhandbuch.

Planen Sie strategisch.
Skalieren Sie kontrolliert.
Bauen Sie KI-Systeme, die langfristig bestehen.

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