当前位置：天才代写 > tutorial > R语言教程 > 2018年用R语言做好五件事 2018年用R语言做好五件事 最后更新 2018-04-25 08:00 星期三 所属： R语言教程 浏览：469 # 2018年用R语言做好五件事</p> <p>> – 1 R语言开源，免费，跨平台。<br /> – 2 R语言可以做[**数据科学工作流**](http://shujuren.org/article/490.html "数据科学工作流")各个环节的任务。<br /> – 3 R语言深受数据科学工作者的喜欢。</p> <p>学习R语言，需要**学以致用，活学活用**。</p> <p>> 博学之,审问之,慎思之,明辨之,笃行之。(《礼记》)</p> <p></p> <p>2018年，玩数据和用数据的朋友可以考虑用**R语言**做好这五件事。</p> <p>### 事一：数据可视化<br /> > – 1 清楚每种图形所适合的应用场景<br /> – 2 熟悉R语言ggplot2包的使用<br /> – 3 思考利用可视化做探索性分析和数据结果表示</p> <p>#### 思维训练</p> <p>1 折线图，条形图，散点图分别有什么作用？<br /> 2 ggplot2包画图的原理是什么？如何利用ggplot2设计和生成可以出版的高质量图片？</p> <p>### 事二：数据处理</p> <p>> – 1 掌握数据集的导入和导出<br /> – 2 熟悉数据的选择，变量的衍生，数据的聚合和连接<br /> – 3 掌握数据格式的转换<br /> – 4 熟悉readr包，dplyr包和tidy包的使用</p> <p>#### 思维训练<br /> 1 如何读取json格式数据和数据库的表数据？<br /> 2 如何把宽数据转换为长数据？</p> <p>### 事三：统计分析<br /> > – 1 R语言是统计编程语言，适合做统计分析<br /> – 2 R语言对统计学知识有着全面的实现和解读<br /> – 3 熟悉描述性统计和推断性统计</p> <p>#### 思维训练<br /> 1 描述性统计和推断性统计的异同？<br /> 2 常用的统计模型有哪些？可以解决什么问题？</p> <p>### 事四：机器学习<br /> > – 1 掌握经典的机器学习算法<br /> – 2 掌握从**小数据**中学习，实现数据到商业价值的转换<br /> – 3 熟悉一系列机器学习包的使用，例如：caret,e1071,gbm,randomForest,glmnet,xgboost等。</p> <p>#### 思维训练<br /> 1 机器学习算法如何选择？参数如何调整？<br /> 2 如何提高机器学习算法的精度？<br /> 3 如何做特征工程？</p> <p>### 事五：数据自动化报告<br /> > – 1 掌握数据自动报告的生成和传播<br /> – 2 掌握R语言做自动化报告的流程</p> <p>#### 思维训练<br /> 1 数据自动化报告的好处是什么？</p> <p>您在阅读中有什么见解，请留言。<br /> 想加入**数据人网R语言**，请加微信：luqin360。</p> <p>————</p> </div><!-- .entry-content --> </article><!-- #post-## --> <div class="tagcloud"><ul class='wp-tag-cloud' role='list'><h3>关键字：</h3> </ul> </div> <div class="col-sm-6 col-box bg-gray-light-2 contact-form"> <div role="form" class="wpcf7" id="wpcf7-f17097-o1" lang="zh-CN" dir="ltr"> <div class="screen-reader-response"></div> <form action="/2018%e5%b9%b4%e7%94%a8r%e8%af%ad%e8%a8%80%e5%81%9a%e5%a5%bd%e4%ba%94%e4%bb%b6%e4%ba%8b/#wpcf7-f17097-o1" method="post" class="wpcf7-form" enctype="multipart/form-data" novalidate="novalidate"> <div style="display: none;"> <input type="hidden" name="_wpcf7" 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