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Large Language Models selbst programmieren
book

Large Language Models selbst programmieren

by Sebastian Raschka
June 2025
Intermediate to advanced
414 pages
9h 54m
German
dpunkt
Content preview from Large Language Models selbst programmieren

3Attention-Mechanismen programmieren

In diesem Kapitel:

  • Die Gründe für die Verwendung von Attention-Mechanismen (Aufmerksamkeitsmechanismen) in Neural Networks (neuronalen Netzen).
  • Ein grundlegendes Framework für Self-Attention (Selbstaufmerksamkeit), das zu einem erweiterten Self-Attention-Mechanismus übergeht.
  • Ein kausales Attention-Modul, das es LLMs ermöglicht, jeweils ein Token zu erzeugen.
  • Zufällig ausgewählte Attention-Gewichte mit Dropout maskieren, um Überanpassung zu verringern.
  • Mehrere kausale Attention-Module in einem Modul für Multi-Head-Attention übereinanderstapeln.

Mittlerweile wissen Sie, wie Sie den Eingabetext für das Training von LLMs vorbereiten, indem Sie den Text in einzelne Wörter und Teilworttokens zerlegen, die sich ...

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Publisher Resources

ISBN: 9783988890443Publisher Website