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Build a Large Language Model (From Scratch) - Tapa blanda

Raschka, Sebastian

 
9781633437166: Build a Large Language Model (From Scratch)
Tapa blanda
ISBN 10: 1633437167 ISBN 13: 9781633437166
Editorial: Pearson Education Ltd, 2024

Sinopsis

Learn how to create, train, and tweak large language models (LLMs) by building one from the ground up!

In  Build a Large Language Model (from Scratch) bestselling author Sebastian Raschka guides you step by step through creating your own LLM. Each stage is explained with clear text, diagrams, and examples. You'll go from the initial design and creation, to pretraining on a general corpus, and on to fine-tuning for specific tasks.

Build a Large Language Model (from Scratch) teaches you how to:

  • Plan and code all the parts of an LLM
  • Prepare a dataset suitable for LLM training
  • Fine-tune LLMs for text classification and with your own data
  • Use human feedback to ensure your LLM follows instructions
  • Load pretrained weights into an LLM

Build a Large Language Model (from Scratch) takes you inside the AI black box to tinker with the internal systems that power generative AI. As you work through each key stage of LLM creation, you'll develop an in-depth understanding of how LLMs work, their limitations, and their customization methods. Your LLM can be developed on an ordinary laptop, and used as your own personal assistant.   About the technology  Physicist Richard P. Feynman reportedly said, “I don't understand anything I can't build.” Based on this same powerful principle, bestselling author Sebastian Raschka guides you step by step as you build a GPT-style LLM that you can run on your laptop. This is an engaging book that covers each stage of the process, from planning and coding to training and fine-tuning.

"Sinopsis" puede pertenecer a otra edición de este libro.

Acerca del autor

Sebastian Raschka is a Staff Research Engineer at Lightning AI, where he works on LLM research and develops open-source software.

The technical editor on this book was David Caswell.

De la contraportada

From the back cover:

Build a Large Language Model (From Scratch) is a practical and eminently-satisfying hands-on journey into the foundations of generative AI. Without relying on any existing LLM libraries, you'll code a base model, evolve it into a text classifier, and ultimately create a chatbot that can follow your conversational instructions. And you'll really understand it because you built it yourself!

About the reader:

Readers need intermediate Python skills and some knowledge of machine learning. The LLM you create will run on any modern laptop and can optionally utilize GPUs.

"Sobre este título" puede pertenecer a otra edición de este libro.

Editorial
Pearson Education Ltd
Año de publicación
2024
Idioma
Inglés
ISBN 10 
1633437167
ISBN 13 
9781633437166
Encuadernación
Tapa blanda
Número de páginas
368
Contacto del fabricante
no disponible
Persona responsable
GPSR Kontakt
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