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transformers-code's Introduction

手把手带你实战Transformers

简介

手把手带你实战Transformers课程的代码仓库

课程规划

  • 基础入门篇:Transformers入门,从环境安装到各个基础组件的介绍,包括Pipeline、Tokenizer、Model、Datasets、Evaluate、Trainer,并通过一个最基本的文本分类实例将各个模块进行串讲

  • 实战演练篇:Transformers实战,通过丰富的实战案例对Transformers在NLP任务中的解决方案进行介绍,包括命名实体识别、机器阅读理解、多项选择、文本相似度、检索式对话机器人、掩码语言模型、因果语言模型、摘要生成、生成式对话机器人等,具体内容可能还会再拓展

  • 高效训练篇:Transformers模型高效训练,初步规划为参数高效微调与分布式训练。

  • 应用部署篇:...

  • LLM实践篇:...

课程地址

课程视频发布在B站与YouTube,代码与视频会逐步进行更新,目前课程主要更新在B站,YouTube后续会持续更新

Transformers 基础入门篇 (已更新完成)

Transformers 实战演练篇 (已更新完成)

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