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- Build a Large Language Model (From Scratch)
Item #:
127561311
Build a Large Language Model (From Scratch)
Item #:
127561311
KWD 22
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This is an engaging book that covers each stage of the process, from planning and coding to training and fine-tuning.
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What Stands Out
Comprehensive Guide
This book offers an in-depth, step-by-step approach to building a large language model from scratch, making complex concepts accessible for both beginners and professionals.
Practical Examples
Includes hands-on examples and coding exercises that enhance learning, enabling readers to directly apply concepts and solidify their understanding of language model development.
Expert Insights
Authored by industry experts, it provides insider knowledge and best practices that keep readers ahead in the rapidly evolving field of AI and machine learning.
Product Details
- 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 LLMPrepare a dataset suitable for LLM trainingFine-tune LLMs for text classification and with your own dataUse human feedback to ensure your LLM follows instructionsLoad 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.
| Publisher | Manning Publications |
| Publication date | 1 Nov. 2024 |
| Edition | 1st |
| Language | English |
| Print length | 368 pages |
| ISBN-10 | 1633437167 |
| ISBN-13 | 978-1633437166 |
| Item weight | 612 g |
| Dimensions | 18.73 x 1.78 x 23.5 cm |
Who Should Buy?
-
AI Enthusiasts
This product is ideal for individuals keen on understanding and building language models from foundational principles.
-
Students in AI
Perfect for students pursuing degrees related to AI who want practical experience in language model development.
-
Industry Professionals
Structured for tech professionals wanting to deepen their knowledge in natural language processing and AI applications.
-
Casual Learners
Individuals looking for light reading or general knowledge won’t find this technical guide engaging or suitable.
Product Description
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Customer Questions & Answers
-
Question:
What prior knowledge do I need to get started?
Answer: You need intermediate Python skills and some knowledge of machine learning. -
Question:
Can I use this book on any laptop?
Answer: Yes, the LLM you create will run on any modern laptop and can optionally utilize GPUs. -
Question:
Does the book provide any additional resources?
Answer: Yes, purchasing the print book includes a free eBook in PDF and ePub formats.
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Features & Benefits
- Learn to build large language models (LLMs) from scratch.
- Step-by-step guidance from renowned author Sebastian Raschka.
- Hands-on approach covering planning, coding, training, and fine-tuning.
- Develop your own LLM that runs on an ordinary laptop.
- Includes a free eBook with the print purchase for easy access.
- Gain a deep understanding of LLMs and their customization methods.
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