【免费】LLM保姆级教程（全网独一）资源-CSDN文库

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LLM 保姆级教程

LLM 保姆级教程.........................................................................................................................................1

一、 Python 环境搭建 ..................................................................................................................2

二、 Hugging Face Transformers 模型架构搭建（快速预览） .....................................2

三、基础入门-基础组件 Pipelines ..........................................................................................7

四、基础入门-基础组件 Tokenizer......................................................................................17

五、基础入门-基础组件 Model ............................................................................................22

六、基础入门-基础组件 Datasets ........................................................................................31

七、基础入门-基础组件 Evaluate.........................................................................................37

八、基础入门-基础组件 Trainer ...........................................................................................40

九、 LLM 模型训练向导 ............................................................................................................41

实战演练-基于 Transformer 的 NLP 解决方案 .........................................................................42

实战演练-预训练模型.......................................................................................................................44

实战演练-生成式对话机器人（Bloom） ...................................................................................45

高效微调-Prompt-Tuning 原理与实战 .......................................................................................46

Export to ONNX ..................................................................................................................................48

使用 CLI 将 � Transformers 模型导出到 ONNX..........................................................48

使用 optimization.onnxruntime 将 � Transformers 模型导出到 ONNX ..............51

FastAPI 部署模型 ...............................................................................................................................51

FAQ:.........................................................................................................................................................54

Loss 指标简介： .............................................................................................................................54

其他.........................................................................................................................................................54

一、Python 环境搭建

工具：VS Code Documentation for Visual Studio Code