Get Started with Databricks for Generative AI - Mandarin Chinese
本课程提供对 Mosaic AI 平台的实用入门介绍,重点讲解用于构建和部署生成式 AI 系统的核心组件与功能。学员将了解 Databricks 如何助力开发可扩展的生成式 AI 解决方案,并探索 Mosaic AI 的相关工具,例如 Vector Search、Agent Framework,以及 MLflow 用于模型跟踪与记录的生成式 AI 功能。本课程包含动手实践,内容涵盖构建并评估检索增强生成 (RAG) 管道、部署生成式 AI 智能体,以及利用评估框架优化性能。完成本课程后,学员将掌握使用 Mosaic AI 设计、部署和监控常见生成式 AI 应用所需的技能。
Languages Available: English | 日本語 | Português BR | 한국어
本内容面向具备以下技能/知识/能力的学员而开发:
• 熟悉 Databricks Data Intelligence Platform 以及基本的工作区操作(创建集群、在笔记本中运行代码、使用基本的笔记本操作)
• 具备 Python 编程和使用 API 的基础知识(Databricks SDK、外部模型集成)
• 理解机器学习基础知识,包括模型训练、评估和部署等概念
• 基本了解生成式 AI 概念(大语言模型、提示工程、幻觉、检索增强生成)
• 具备使用 Unity Catalog 进行数据治理和模型注册表操作的中级经验
• 了解用于文档检索的向量搜索与相似性搜索的基础概念
• 熟悉用于实验跟踪、模型记录和评估框架的 MLflow
• 理解 Delta Lake 及数据管理概念(表、schema、数据格式)
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