大数据学习路线 - 阿里云开发者社区

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< 全部学习路线 < 全部学习路线

大数据学习路线

5 大

学习阶段

27 门

免费课程

592 课时

教学视频

2 个

云上综合实战

从开源大数据技术（选学），到云上大数据快速应用（更便捷、更强大）

技能测试技能测试

大数据及Hadoop基础(选学)

开源大数据技术(选学)

阿里云大数据工具

离线数仓实战

实时数仓实战

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学习路线

阶段 1：大数据及Hadoop基础（选学）

6门课程 | 195课时

学习前要求：Java编程基础（Java学习路线）、SQL基础（数据库学习路线）
学习后将掌握：大数据的概念，开源大数据分析系统Hadoop基础及应用。如果希望直接应用，可从阶段3开始学习。

一键加入所有课程

大数据简史

免费

7课时

开始学习

Hadoop 快速入门

免费

40课时

开始学习

分布式文件系统 HDFS

免费

44课时

开始学习

分布式计算框架 MapReduce

免费

90课时

开始学习

分布式资源管理框架 YARN

免费

6课时

开始学习

Hadoop 调优及扩展案例

免费

8课时

开始学习

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阶段 2：开源大数据技术（选学）

7门课程 I 245课时

学习前要求：了解阶段1的知识点（大数据概念、Hadoop基础）
学习后将掌握：热门开源大数据技术及框架的概念和应用。

一键加入所有课程

数据采集系统 Flume 快速入门

免费

21课时

开始学习

分布式数据库 HBase

免费

50课时

开始学习

数据管理与数据仓库概述

免费

8课时

开始学习

数据仓库系统 Hive

免费

25课时

开始学习

数据离线计算 Spark

免费

93课时

开始学习

分布式消息系统 Kafka

免费

25课时

开始学习

分布式协调系统 Zookeeper

免费

23课时

开始学习

Apache Flink 2021入门课程

免费

9课时

开始学习

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阶段 3：阿里云大数据工具

6门课程 I 43课时

学习前要求：大数据概念（阶段1的第1个课程）、SQL基础（数据库学习路线）
学习后将掌握：阿里云大数据分析/开发相关工具的使用方法。

一键加入所有课程

大数据计算服务MaxCompute

免费

6课时

开始学习

MaxCompute行业应用及调优

免费

8课时

开始学习

一站式大数据平台DataWorks

免费

9课时

开始学习

数据报表Quick BI

免费

6课时

开始学习

数据大屏DataV

免费

9课时

开始学习

分析型数据库 AnalyticDB

免费

5课时

开始学习

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阶段 4：离线数仓实战

5门课程 | 79课时

学习前要求：了解阿里云大数据分析/开发相关工具的使用（阶段3知识点）
学习后将掌握：基于阿里云的大数据工具搭建离线数据仓库的方法。

一键加入所有课程

1. 数据仓库概念及项目介绍

免费

9课时

开始学习

2. 数据生成及采集

免费

21课时

开始学习

3. 用户行为数仓搭建

免费

13课时

开始学习

4. 业务数仓理论与搭建

免费

19课时

开始学习

5. 作业调度与数据可视化

免费

17课时

开始学习

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阶段 5：实时数仓实战

3门课程 | 30课时

学习前要求：了解阿里云大数据相关产品的使用（阶段3知识点）
学习后将掌握：基于阿里云的大数据产品搭建实时数据仓库的方法。

一键加入所有课程

1. 项目架构与数据准备

免费

14课时

开始学习

2. 实时计算与结果输出

免费

10课时

开始学习

3. 制作数据可视化大屏

免费

6课时

开始学习

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