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  • 技术知识 2022-08-01 大数据开发的前景和就业如何?该如何去学习它?
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此前,BOSS直聘研究院发布的《 2022 年春季就业市场趋势观察》指出,受到 2021 年政策调控的影响,互联网行业的高速扩张开始降温。

 

2022年春季,互联网行业的招聘规模虽然仍然保持增长,同比增速为 13% ,但处于 2019 年以来的低点,而求职激烈程度则高于往年。

 

整体上看,核心的技术和产品类岗位仍然保持着较为密集的人才需求,主要的互联网技术方向上人才需求均有增长,而运营和销售类岗位的求职者竞争则明显加剧。

 

来源/ 2022 年春季就业市场趋势观察

 

 

《报告》也指出,从岗位招聘和投递的供求对比来看,互联网核心的技术/测试/运维仍保持着较为密集的人才需求,主要体现在企业对以人工智能、数字孪生为代表的高技术岗位的需求,此类岗位同比保有两位数的高增长,相关从业者仍有较大的择业空间与机会。而产品/运营/策划、销售/商务/售前、客服/审核/售后等岗位的求职竞争随着互联网“降本增效”进一步加剧。

 

猎聘发布的《2022未来人才就业趋势报告》也指出,大数据排名第四,年薪达到25万多,比2018年同期上涨4.87万。

 

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" />

图表来源:《2022未来人才就业趋势报告》

 

说了这么多,那么什么是大数据,大数据和我们平时看到的数据有什么区别呢?为什么大数据是是一种战略资源。

 

研究大数据,最重要的意义是预测。因为数据从根本上讲,是对过去和现在的归纳和总结,其本身不具备趋势和方向性的特征,但是可以应用大数据去了解事物发展的客观规律、了解人类行为,并且能够帮助我们改变过去的思维方式,建立新的数据思维模型,从而对未来进行预测和推测。比如,商业公司对消费者日常的购买行为和使用商品习惯进行汇总和分析,了解到消费者的需求,从而改进已有商品并适时推出新的商品,消费者的购买欲就会提高。

 

知名互联网公司谷歌对其用户每天频繁搜索的词汇进行数据挖掘,从而进行相关的广告推广和商业研究。

 

大数据的处理技术迫在眉睫,近年来各国政府和全球学术界都掀起了一场大数据技术的革命,众人纷纷积极研究大数据的相关技术。很多国家都把大数据技术研究上升到了国家战略高度,提出了一系列的大数据技术研发计划,从而推动政府机构、学术界、相关行业和各类企业对大数据技术进行探索和研究。

 

可以说大数据是一种宝贵的战略资源,其潜在价值和增长速度正在改变着人类的工作、生活和思维方式。可以想象,在未来,各行各业都会积极拥抱大数据,积极探索数据挖掘和分析的新技术、新方法,从而更好地利用大数据。当然,大数据并不能主宰一切。大数据虽然能够发现“是什么”,却不能说明“为什么”;大数据提供的是些描述性的信息,而创新还是需要人类自己来实现。

 

根据《数据时代2025》白皮书预测:2025年,全球数据量将达到史无前例的163ZB 。

 

Kevin Kelly曾经这样预言:“大数据时代,没有人能够成为旁观者,数据将横扫一切。”。

 

随着大数据的不断普及,未来将会有更多的行业与之相结合,从而创造出更多的就业岗位,无论是比较火的金融、互联网等行业,还是像医疗、教育、城市规划等方面,都将需要大量的大数据人才。

 

你是否对人工智能,大数据感觉好奇甚至想转个行,相对来讲,转行做大数据工程师更容易。

 

关于学习大数据,这里有一个学习路线图,你可以进行参考:

简单来说,分为6步,大数据开发入门,大数据核心基础,千亿级数仓技术,PB级内存计算,亚秒级实时计算,大厂面试。

 

第一阶段:大数据开发入门

 

MySQL数据库及SQL语法

 

MySQL可以处理拥有上千万条记录的大型数据库,使用标准的SQL数据语言形式,MySQL可以安装在不同的操作系统,并且提供多种编程语言的操作接口,这些编程语言包括C、C++、Python、Java、Ruby等等。支持多种存储引擎。

 

Kettle与BI工具

 

Kettle作为一个端对端的数据集成平台,其部分特色功能包括:无代码拖拽式构建数据管道、多数据源对接、数据管道可视化、模板化开发数据管道、可视化计划任务、深度Hadoop支持、数据任务下压Spark集群、数据挖掘与机器学习支持。

 

Python与数据库交互

 

实际的生产任务中,数据几乎全部存在与数据库中,因此,与数据库的交互成为一件难以避免的事情。想要在Python代码中和MySQL数据库进行交互,需要借助一个第三方的模块“Pymysql”

 

第二阶段:大数据核心基础

 

Linux

 

Linux 作为操作系统,本身是为了管理内存,调度进程,处理网络协议栈等等。

而大数据的发展是基于开源软件的平台,大数据的分布式集群( Hadoop,Spark )都是搭建在多台 Linux 系统上,对集群的执行命令都是在 Linux 终端窗口输入的。

据Linux基金会的研究,86%的企业已经使用Linux操作系统进行大数据平台的构建。Linux占据优势。

 

Hadoop基础

 

Hadoop是一个能够对大量数据进行分布式处理的软件框架。Hadoop 以一种可靠、高效、可伸缩的方式进行数据处理。

它很擅长存储大量的半结构化的数据集。也非常擅长分布式计算——快速地跨多台机器处理大型数据集合。

Hadoop的框架核心的设计就是:HDFS和MapReduce.HDFS为海量的数据提供了存储,则MapReduce为海量的数据提供了计算。

MapReduce和Hadoop是相互独立的,实际上又能相互配合工作得很好。MapReduce是处理大量半结构化数据集合的编程模型。

 

大数据开发Hive基础

 

Hive是基于Hadoop的一个数据仓库工具,用来进行数据提取、转化、加载,这是一种可以存储、查询和分析存储在Hadoop中的大规模数据的机制。

hive数据仓库工具能将结构化的数据文件映射为一张数据库表,并提供SQL查询功能,能将SQL语句转变成MapReduce任务来执行。

Hive的优点是学习成本低,可以通过类似SQL语句实现快速MapReduce统计,使MapReduce变得更加简单,而不必开发专门的MapReduce应用程序。Hive十分适合对数据仓库进行统计分析。

 

第三阶段:千亿级数仓技术

 

企业级在线教育项目实战

 

Hive数仓项目完整流程,以真实项目为驱动,学习离线数仓技术。

建立集团数据仓库,统一集团数据中心,把分散的业务数据集中存储和处理 ;从需求调研、设计、版本控制、研发、测试到落地上线,涵盖了项目的完整工序 ;挖掘分析海量用户行为数据,定制多维数据集合,形成数据集市,供各个场景主题使用。

 

第四阶段:PB内存计算

 

Python编程基础+进阶

 

Python是基于ABC语言的发展来的,Python语法和动态类型,以及解释型语言的本质,使它成为多数平台上写脚本和快速开发应用的编程语言, 随着版本的不断更新和语言新功能的添加,逐渐被用于独立的、大型项目的开发。

Python语言的语法非常简洁明了,即便是非软件专业的初学者,也很容易上手。

和其它编程语言相比,实现同一个功能,Python 语言的实现代码往往是最短的。

 

Spark技术栈

Spark是大数据体系的明星产品,是一款高性能的分布式内存迭代计算框架,可以处理海量规模的数据。

Spark,拥有Hadoop MapReduce所具有的优点;但不同于MapReduce的是——Job中间输出结果可以保存在内存中,从而不再需要读写HDFS,因此Spark能更好地适用于数据挖掘与机器学习等需要迭代的MapReduce的算法。

 

大数据Flink技术栈

 

Flink核心是一个流式的数据流执行引擎,其针对数据流的分布式计算提供了数据分布、数据通信以及容错机制等功能。基于流执行引擎,Flink提供了诸多更高抽象层的API以便用户编写分布式任务。

Flink也可以方便地和Hadoop生态圈中其他项目集成,例如Flink可以读取存储在HDFS或HBase中的静态数据,以Kafka作为流式的数据源,直接重用MapReduce或Storm代码,或是通过YARN申请集群资源等。

 

Spark离线数仓工业项目实战

 

通过大数据技术架构,解决工业物联网制造行业的数据存储和分析、可视化、个性化推荐问题。一站制造项目主要基于Hive数仓分层来存储各个业务指标数据,基于sparkSQL做数据分析。核心业务涉及运营商、呼叫中心、工单、油站、仓储物料。

 

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