这本书《Build a Large Language Model (From Scratch)》由Sebastian Raschka撰写,书中强调了动手实践,主要使用PyTorch,不依赖现有的库,并通过大量图表和插图帮助读者理解LLMs的工作原理、局限性和定制方法。…
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), you’ll discover how LLMs work from the inside out. In this insightful book, bestselling author Sebastian Raschka guides you step by st...
In this section we implement a data loader that fetches the input-target pairs depicted in Figure 2.12 from the training dataset using a sliding window approach. 在本节中,我们实现了一个数据加载器,该加载器使用滑动窗口方法从训练数据集中获取图2.12中描绘的输入-目标对。 To get started, we will f...
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 ...
Build a Large Language Model (from Scratch)takes you inside theAIblack 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...
电子书推荐:《Build a Large Language Model (From Scratch)》目录:第一章:设置- Python 设置技巧- 安装本书中使用的 Python 软件包和库- Docker 环境设置指南第二章:- 比较各种字节对编码(BPE)实现- 理解嵌入层与线性层的区别- 使用简单数字理解数据加载器直觉第三章:- 比较高效的多头注意力实现- 理解 PyTor...
Build a Large Language Model (From Scratch) 从头开始构建大型语言模型(第一章)学习笔记,LLM是一种大型语言模型,是一种旨在理解、生成和响应类人文本的神经网络。这些模型是在大量文本数据上训练的深度神
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 customizat...
Today, building a large language model marks a significant step forward, reshaping how we engage with technology. At its heart is the concept of language models designed to understand, interpret, and generate human language. The process of creating a large language model integrates the nuances of...
《Build a Large Language Model (From Scratch)》 https://github.com/rasbt/LLMs-from-scratch推荐理由: 无晦涩难懂的数学公式,只有清晰简洁的代码示范,而且每一步都有清晰的说明,并配有相关图解释原理