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llm's Introduction

自学大模型路线图

路线图概览

本路线图旨在指导初学者系统地学习和掌握大型语言模型。通过以下步骤,您将能够理解并应用现代NLP技术。

步骤 1: 基础算法学习

  • Transformer、BERT、GPT: 理解这些基础模型的结构和工作原理。

步骤 2: 框架熟悉

步骤 3: 下游任务实践

步骤 4: 模型微调

  • Perf: 完成一个大模型在特定任务上的微调。

步骤 5: 掌握基座

  • lamma/chatglm/Mistral: 深入理解并使用这些高性能基座。

步骤 6: 构建智能Agent

  • AutoGpt/MetaGpt/AutoGen: 设计和实现自动化的GPT模型。

步骤 7: 知识图谱

  • Neo4J: 根据兴趣学习知识图谱构建和查询。

步骤 8: 工具熟练

  • 0llama/langchain: 掌握这些工具来增强模型的应用范围。

学习资源

鸣谢

感谢所有为开放科学和教育资源作出贡献的组织和个人。

许可

本项目下的所有资源和指南均遵循各自链接的许可证规定。

llm's People

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