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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
Finetune LLMs for text classification and with your own data
Apply instruction tuning techniques to ensure your LLM follows instructions
Load pretrained weights into an LLM
The large language models (LLMs) that power cutting-edge AI tools like ChatGPT, Bard, and Copilot seem like a miracle, but they’re not magic. This book demystifies LLMs by helping you build your own from scratch. You’ll get a unique and valuable insight into how LLMs work, learn how to evaluate their quality, and pick up concrete techniques to finetune and improve them.
Plan and code all the parts of an LLM
Prepare a dataset suitable for LLM training
Finetune LLMs for text classification and with your own data
Apply instruction tuning techniques to ensure your LLM follows instructions
Load pretrained weights into an LLM
The large language models (LLMs) that power cutting-edge AI tools like ChatGPT, Bard, and Copilot seem like a miracle, but they’re not magic. This book demystifies LLMs by helping you build your own from scratch. You’ll get a unique and valuable insight into how LLMs work, learn how to evaluate their quality, and pick up concrete techniques to finetune and improve them.
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