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所在平台: Udemy |
课程主页: https://www.udemy.com/course/ragaugmentedgeneration/
课程评论：没有评论
课程名称：智能城市工程与检索增强生成 课程概述：本课程旨在帮助您设计新颖的智能城市平台，利用检索增强生成（RAG）和向量数据库。本课程将重点关注城市公民的中心需求，以及如何通过实体和数字平台有效地满足这些需求。课程大纲包括以下主题： - 第一章：使用人工智能构建智能城市平台 - 第二章：构建以公民为中心的智能城市平台 - 第三章：为现代智能城市平台构建数据库 - 第四章：现代智能城市平台 - 全球案例研究 - 第五章：使用RAG技术的实际应用 在课程中，我们将研究全球城市及其为满足公民需求而开展的各种社会活动平台，具体包括： - 第一部分：工作站 - 全球案例研究 - 第二部分：社交平台 - 全球案例研究 - 第三部分：关系平台 - 讨论 - 第四部分：能力建设平台 - 全球案例研究 - 第五部分：生产空间平台 - 全球案例研究 您将学习如何设计数据库模式，如何从城市收集数据，以及如何将这些数据转化为向量嵌入并存储在向量数据存储中。这将使您能够利用大型语言模型（如GPT-4和Gemini）应用检索增强生成搜索。 本课程被视为全球领先的先进课程，将显著提升您的创造力。
This course is a smart city engineering course that aims to help you design novel smart city platforms with the help of retrieval augmented generation (RAG) and vector database. In this course you will learn how to think about the city citizen centric needs and how to address these needs in an effective manner using physical and digital platforms. The course outline will cover the following topics: - Chapter 1: Building Smart City Platforms - Using AI- Chapter 2: Building a Citizen Centric Smart City Platforms- Chapter 3: Building Databases for Modern Smart City Platforms- Chapter 4: Modern Smart City Platforms - Global Case Studies- Chapter 5: Practical Applications USING RAG technology.We will study global cities and the various platforms of social activities they conduct to address their citizens needs. We will look carefully into the following platforms: •Section 1: Workstations - Global Case Studies•Section 2: Social Platforms - Global Case Studies•Section 3: Relationship Platforms - Discussion•Section 4: Capacity Building Platforms - Global Case Studies•Section 5: Production Space Platforms - Global Case StudiesIn this course, you will learn how to design database schemas, how to collect data from the city and how to transfer this data into vector embeddings and store it in a vector datastore. This will result in giving you the ability to apply Retrieval Augmented Generation search using Large Language Models such GPT4 and Gemini.This course is seen as one of the most advanced courses in the world in this novel area, it will make a great difference on how much you can create.
