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Build a large language model (from scratch) /

紀錄類型:	書目-語言資料,印刷品 : Monograph/item
正題名/作者:	Build a large language model (from scratch) // Sebastian Raschka.
作者:	Raschka, Sebastian,
出版者:	Shelter Island, NY :Manning Publications, : c2025.,
面頁冊數:	xx, 343 p. :ill. ; : 24 cm.;
標題:	Natural language processing (Computer science) -
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:

641811
Natural language processing (Computer science)

LC Class. No.: Q335

Dewey Class. No.: 006.3

Build a large language model (from scratch) /
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245 1 0 $a Build a large language model (from scratch) / $c Sebastian Raschka.
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300 $a xx, 343 p. : $b ill. ; $c 24 cm.
490 1 $a From scratch
504 $a Includes bibliographical references (p. 289-299) and index.
505 0 # $a 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.
520 # $a 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!
650 # 0 $a Natural language processing (Computer science) $3 641811
650 # 0 $a Artificial intelligence. $3 559380
830 0 $a From scratch (Manning Publications) $3 1460381