Offline-First-KI: Architekturen für Umgebungen ohne Konnektivität

Name: Offline-First-KI: Architekturen für Umgebungen ohne Konnektivität
Brand: Independently Published
SKU: 9798259004894
Price: 1968.0 INR
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by Byte Weaver

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ISBN13: 9798259004894
Binding: Paperback
Subject: N/A
Publisher: Independently Published
Publisher Imprint: Independently Published
Publication Date: April 26, 2026
Pages: 216
Original Price: GBP 17.31
Language: German
Edition: N/A
Item Weight: 350 grams
BISAC Subject(s): Computer Science

About The Book

Was passiert, wenn Ihr KI-Modell dort arbeiten muss, wo das Netzwerk endet - nicht als Ausnahme, sondern als Normalzustand? Wenn der Berg das Signal blockiert, das Schiff auf hoher See f�hrt oder die Erntemaschine durch ein Maisfeld rollt, in dem seit zwanzig Jahren kein Funkmast stand?
- Wie Sie Inferenz-Pipelines auf Hardware quetschen, die mehr einer Armbanduhr �hnelt als einem Server-Rack - und trotzdem �ber Wochen hinweg zuverl�ssige, korrekte Ergebnisse liefern, ohne jemals ein Backend zu kontaktieren
- Der kritische Unterschied zwischen Quantisierung, die Genauigkeit zerst�rt, und jener, die sie nur verschlechtert - und warum dieser Unterschied bei 40 C im staubigen Geh�use eines Traktors �ber Erfolg oder Misserfolg entscheidet
- Lokale Datenarchitekturen, die ohne Cloud funktionieren: CRDTs, Delta-Sync unter extremen Bandbreitenbeschr�nkungen und f�deriertes Lernen f�r Ger�te, die sich nur einmal im Monat sehen - und dann mit unterschiedlichen Softwarest�nden
- Sicherheitsstrategien f�r Zero-Trust, das nicht auf permanenter Cloud-Anbindung basiert - inklusive H�rtung gegen physische Manipulation, Metriksammlung ohne Grafana und Tests, die Netzpartitionen simulieren, statt sie zu ignorieren
Dieses Buch ist kein allgemeines Werk �ber Edge Computing und kein Marketing-Manifest f�r "KI �berall". Es ist ein technisches Handbuch f�r den Architekten, der vor der konkreten Aufgabe steht: Ein Modell muss auf dem Ger�t laufen, mit begrenztem RAM auskommen und korrekte Ergebnisse liefern, ohne jemals ein Backend zu sehen. Es muss lernen, wenn sich die Gelegenheit bietet - aber nicht auf Kosten der Stabilit�t. Basierend auf jahrelanger Praxis - von Insulinpumpen mit Quantized-INT4-Modellen auf Cortex-M4-Prozessoren bis zu Erntemaschinen in Funklochgebieten - zeigt dieses Buch in vier Teilen, wie Sie KI-Systeme bauen, die im Feld bestehen oder scheitern m�ssen, ohne R�ckfallebene auf AWS.
Wenn Sie bereit sind, KI-Architekturen zu entwerfen, die dort funktionieren, wo die Cloud nicht reicht, dann ist dieses Buch Ihr Handbuch f�r die Realit�t jenseits der Netzabdeckung. Beginnen Sie mit Teil I und messen Sie nicht die theoretische Netzabdeckung, sondern die praktische Verf�gbarkeit - denn die smartesten KI-Systeme funktionieren genau dort, wo das Netz endet.

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