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所在平台: Coursera |
课程主页: https://www.coursera.org/learn/alibabacloudbigdata
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课程名称：阿里云大数据分析平台 课程概述： 构建阿里云上的分析平台，能够提升您对大数据的获取、分析和展示清晰指标的能力。本课程旨在教导工程师使用阿里云的大数据产品，覆盖基本的分布式系统理论及阿里云的核心产品，如MaxCompute、DataWorks、E-MapReduce，以及一系列生态工具。 如需获得阿里云的官方证书，请访问学院网站参加云原生课程： - 大数据分析专业: https://edu.alibabacloud.com/course/317 - 机器学习专业: https://edu.alibabacloud.com/course/318 - 阿里云大数据 - 数据集成: https://edu.alibabacloud.com/certification/clouder_bigdatainteg 课程大纲： 1. **Hadoop简介** - 描述：Apache Hadoop是一个开源软件工具集，便于使用网络中多台计算机解决涉及大量数据和计算的问题。它提供了一个用于大数据的分布式存储和处理的软件框架，使用MapReduce编程模型。 2. **阿里云上的Hadoop** - 描述：本模块深入探讨Hadoop的功能及其在阿里云平台上的应用，包括E-MapReduce、Hive和Spark的使用。 3. **大数据产品概览** - 描述：全面了解阿里云的大数据产品、不同架构与使用场景。 4. **MaxCompute基础** - 描述：MaxCompute（前称ODPS）是一个通用、全面管理的多租户数据处理平台，适用于大规模数据仓储。MaxCompute支持各种数据导入解决方案与分布式计算模型，帮助用户有效查询海量数据集、降低生产成本并确保数据安全。 5. **MaxCompute SQL** - 描述：MaxCompute SQL用于离线批量计算及处理涉及吉字节、太字节或埃字节数据的计算场景，适合处理大型数据的批量作业。 6. **MaxCompute用户定义函数（UDF）** - 描述：MaxCompute UDF帮助用户定制数据引擎以生成有用结果，本模块教授如何开发函数并应用于MaxCompute。 7. **MaxCompute安全性** - 描述：MaxCompute通过使用对称AccessKey对处理多租户场景的安全问题，帮助满足多用户协作、数据共享、数据保密和数据安全等需求。 8. **DataWorks基础** - 描述：DataWorks是阿里云推出的大数据平台产品，提供一站式大数据开发、数据权限管理和离线作业调度的服务，模块中解释了数据获取、处理与监控的过程。 9. **数据可视化** - 描述：以清晰简明的方式展示数据是使数据为您服务的关键最后一步，本模块解释了不同类型的图形绘制方法，并提供了创建首个图表的演示。 10. **PAI概述** - 描述：人工智能平台（PAI）帮助用户设计机器学习算法，读取大量数据并自我学习以提高准确性与实用性，模块提供了PAI的基本架构和最佳实践。 这个课程提供了实用的知识和技能，适合希望在阿里云大数据领域发展的工程师。
Name:Intro to Hadoop
Description:Apache Hadoop is a collection of open-source software utilities that facilitate using a network of many computers to solve problems involving massive amounts of data and computation. It provides a software framework for distributed storage and processing of big data using the MapReduce programming model. This module will give you an introduction to Hadoop's features.
Name:Hadoop on Alibaba Cloud
Description:This module will dive deeper into the functions of Hadoop and particularly their applications through the Alibaba Cloud Platform. Courses will touch upon the uses of E-MapReduce, Hive, and Spark.
Name:Big Data Product Overview
Description:Get an overview of all of Alibaba Clouds Big Data products, their different architectures, and use scenarios.
Name:MaxCompute Basic
Description:MaxCompute (previously known as ODPS) is a general purpose, fully managed, multi-tenancy data processing platform for large-scale data warehousing. MaxCompute supports various data importing solutions and distributed computing models, enabling users to effectively query massive datasets, reduce production costs, and ensure data security. Learn the basics of this products use in this module.
Name:MaxCompute SQL
Description:MaxCompute SQL is used for offline batch computing and computing scenarios that involve gigabytes, terabytes, or exabytes of data. MaxCompute is suitable for batch jobs that process large volumes of data. Learn more about the MaxCompute SQL language and uses in this module.
Name:MaxCompute UDF
Description:MaxCompute User-Defined Functions help users customize their data engine to produce useful results. Learn how to develop functions and apply them to MaxCompute in this module.
Name:MaxCompute Security
Description:By using symmetric AccessKey pairs, MaxCompute is designed to handle security issues in multi-tenant scenarios. MaxCompute Security measures help meet the requirements for multi-user collaboration, data sharing, data confidentiality, and data security. Learn more in the module.
Name:Dataworks Basic
Description:DataWorks is a Big Data platform product launched by Alibaba Cloud. It provides one-stop Big Data development, data permission management, and offline job scheduling. The process of acquisition, processing, and monitoring are all explained in this module.
Name:Data Visualization
Description:Displaying your data in a clear and concise way is the key final step to making your data work for you. This module explains different types of graphing methods as well as gives a demo to walk users through creating their first graphs.
Name:PAI Overview
Description:The Platform for Artificial Intelligence helps users design machine learning algorithms to read large sets of data while teaching itself how to be more accurate and useful. This module gives basic architectures of PAI while teaching PAI's best practices.
Course Description Building an Analytical Platform on Alibaba Cloud can empower how you take in, analyze, and demonstrate clear metrics from a set of Big Data. This course is designed to teach engineers how to use Alibaba Cloud Big Data products. It covers basic distributed system theory and Alibaba Cloud's core products like MaxCompute, DataWorks, E-MapReduce as well as a bundle of ecosystem tools. To earn an official Alibaba Cloud certificate please join the Cloud Native courses on the Academy's website: Big Data Analysis Specialty: https: //edu.alibabacloud.com/course/317 Machine Learning Specialty: https://edu.alibabacloud.com/course/318 Alibaba Cloud Big Data - Data Integration: https://edu.alibabacloud.com/certification/clouder_bigdatainteg
