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Build a large language model (from scratch) /
Record Type:
Language materials, printed : Monograph/item
Title/Author:
Build a large language model (from scratch) // Sebastian Raschka.
Author:
Raschka, Sebastian,
Published:
Shelter Island, NY :Manning Publications, : c2025.,
Description:
xx, 343 p. :ill. ; : 24 cm.;
Subject:
Artificial intelligence. -
ISBN:
9781633437166 (pbk.) :
Build a large language model (from scratch) /
Raschka, Sebastian,
Build a large language model (from scratch) /
Sebastian Raschka. - Shelter Island, NY :Manning Publications,c2025. - xx, 343 p. :ill. ;24 cm. - From scratch. - From scratch (Manning Publications).
Includes bibliographical references (p. 289-299) and index.
Understanding large language models -- Working with text data -- Coding attention mechanisms -- Implementing a GPT model from scratch to generate text -- Pretraining on unlabeled data -- Fine-tuning for classification -- Fine-tuning to follow instructions -- Introduction to PyTorch -- References and further reading -- Exercise solutions -- Adding bells and whistles to the training loop -- Parameter-efficient fine-tuning with LoRA.
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!
ISBN: 9781633437166 (pbk.) :NT1951Subjects--Topical Terms:
559380
Artificial intelligence.
LC Class. No.: Q335
Dewey Class. No.: 006.3
Build a large language model (from scratch) /
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Includes bibliographical references (p. 289-299) and index.
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Understanding large language models -- Working with text data -- Coding attention mechanisms -- Implementing a GPT model from scratch to generate text -- Pretraining on unlabeled data -- Fine-tuning for classification -- Fine-tuning to follow instructions -- Introduction to PyTorch -- References and further reading -- Exercise solutions -- Adding bells and whistles to the training loop -- Parameter-efficient fine-tuning with LoRA.
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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!
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From scratch (Manning Publications)
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1460381
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