Executing Full Text Queries with Elasticsearch

所在平台: Coursera

课程主页: https://www.coursera.org/learn/executing-full-text-queries-with-elasticsearch

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课程简介

课程名称:使用Elasticsearch执行全文查询 课程概述:本课程将带您全面深入了解Elasticsearch,分为三个独特的模块。非常适合初学者或希望巩固基础知识的学习者,为掌握Elasticsearch提供清晰而渐进的学习路径。 第一模块:Elasticsearch简介 在这一模块中,参与者将深入了解Elasticsearch的核心内容。学习Elasticsearch的架构,探索其基本元素,并获得实践经验。课程将涵盖Elasticsearch的基本知识,包括软件的安装与配置、数据索引和映射创建。此外,您还将探讨可以在Elasticsearch中索引的不同类型数据,如文本、数值和地理空间数据。还将帮助您建立对Elasticsearch架构的基本理解,包括其分布式特性及使用分片和复制来确保高可用性和容错性。 第二模块:基于搜索的查询优化 在这个模块中,您将学习如何优化Elasticsearch中的基于搜索的查询,以提升性能和相关性。起初,您将了解如何使用Elasticsearch的Explain API,理解查询的执行方式并识别潜在的瓶颈。然后,您将探讨改善查询性能的不同技巧,例如使用过滤器代替查询、限制返回字段的数量以及缓存查询结果。 第三模块:Elasticsearch中的高级查询机制 本模块旨在教您在Elasticsearch中实现高级查询机制,使您能够构建复杂的查询,提供高度相关的结果。您将学习Elasticsearch中可用的不同查询机制类型,如布尔查询、模糊查询和近邻查询。接着,您将探索嵌套查询、脚本查询和连接查询等高级查询机制。此外,还将学习如何使用Elasticsearch的搜索模板构建和重用复杂查询。 通过本课程的学习,您将能够掌握Elasticsearch的基本操作及其高级功能,提升数据搜索和分析的能力。

课程大纲

Name:Introduction to Elasticsearch

Description:This module is designed to provide an introduction to Elasticsearch, a powerful search and analytics engine widely used for data exploration, log analysis, and real-time search applications. In this module, you will learn the basics of Elasticsearch, including how to install and configure the software, index data, and create mappings. You will also explore the different types of data that can be indexed in Elasticsearch, such as text, numerical, and geospatial data. Additionally, you will gain a basic understanding of Elasticsearch's architecture, including its distributed nature and its use of sharding and replication to ensure high availability and fault tolerance.

Name:Search Based Query Optimisation

Description:This module is designed to teach you how to optimize search-based queries in Elasticsearch for improved performance and relevance. You will start by learning how to use Elasticsearch's Explain API to understand how queries are executed and identify potential bottlenecks. You will then explore different techniques for improving query performance, such as using filters instead of queries, limiting the number of fields returned, and caching query results.

Name:Advanced Querying Mechanism in Elasticsearch

Description:This module is designed to teach you advanced query mechanisms in Elasticsearch, enabling you to build complex queries that deliver highly relevant results. You will start by learning about the different types of query mechanisms available in Elasticsearch, such as Boolean queries, fuzzy queries, and proximity queries. You will then explore advanced query mechanisms such as nested queries, script queries, and join queries. Additionally, you will learn how to use Elasticsearch's search templates to build and reuse complex queries.

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课程详情

Embark on a comprehensive journey into the realm of Elasticsearch with this thoughtfully crafted course, divided into three distinct modules. Ideal for beginners or those aiming to reinforce their foundational understanding, this course offers a clear and progressive path to mastering Elasticsearch. In the first module, Introduction to Elasticsearch, participants dive into Elasticsearch's core. They will understand its architecture, explore its foundational elements, and gain hands-on experienc

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