[收藏]机器学习高清思维导图（统计基础知识）

分享17张机器学习高清思维导图：描述性统计：表格和图形法 、描述性统计：数值方法、概率、概率分布、抽样分布、区间估计、假设检验、两总体均值之差和比例之差的推断、总体方差的统计推断、多个比率的比较&独立性检验&拟合优度检验、实验设计&方差分析、简单线性回归、残差分析、多元回归、回归分析、时间序列及预测、非参数方法...

<font size="3"><strong>导图概览</strong></font><font color="#9a9a9a"><i>（点击图片查看缩放大图）</i></font>

<center><a href="http://imgtec.eetrend.com/sites/imgtec.eetrend.com/files/201810/blog/18… width="600" src="http://imgtec.eetrend.com/sites/imgtec.eetrend.com/files/201810/blog/18…; alt="机器学习高清思维导图"></a></center>

<font size="3"><strong>描述性统计：表格和图形法 </strong></font>

<center><a href="http://imgtec.eetrend.com/sites/imgtec.eetrend.com/files/201810/blog/18… width="600" src="http://imgtec.eetrend.com/sites/imgtec.eetrend.com/files/201810/blog/18…; alt="机器学习高清思维导图"></a></center>

<font size="3"><strong>描述性统计：数值方法</strong></font>

<center><a href="http://imgtec.eetrend.com/sites/imgtec.eetrend.com/files/201810/blog/18… width="600" src="http://imgtec.eetrend.com/sites/imgtec.eetrend.com/files/201810/blog/18…; alt="机器学习高清思维导图"></a></center>

<font size="3"><strong>概率</strong></font>

<center><a href="http://imgtec.eetrend.com/sites/imgtec.eetrend.com/files/201810/blog/18… width="600" src="http://imgtec.eetrend.com/sites/imgtec.eetrend.com/files/201810/blog/18…; alt="机器学习高清思维导图"></a></center>

<font size="3"><strong>概率分布</strong></font>

<center><a href="http://imgtec.eetrend.com/sites/imgtec.eetrend.com/files/201810/blog/18… width="600" src="http://imgtec.eetrend.com/sites/imgtec.eetrend.com/files/201810/blog/18…; alt="机器学习高清思维导图"></a></center>

<font size="3"><strong>抽样分布</strong></font>

<center><a href="http://imgtec.eetrend.com/sites/imgtec.eetrend.com/files/201810/blog/18… width="600" src="http://imgtec.eetrend.com/sites/imgtec.eetrend.com/files/201810/blog/18…; alt="机器学习高清思维导图"></a></center>

<font size="3"><strong>区间估计</strong></font>

<center><a href="http://imgtec.eetrend.com/sites/imgtec.eetrend.com/files/201810/blog/18… width="600" src="http://imgtec.eetrend.com/sites/imgtec.eetrend.com/files/201810/blog/18…; alt="机器学习高清思维导图"></a></center>

<font size="3"><strong>假设检验</strong></font>

<center><a href="http://imgtec.eetrend.com/sites/imgtec.eetrend.com/files/201810/blog/18… width="600" src="http://imgtec.eetrend.com/sites/imgtec.eetrend.com/files/201810/blog/18…; alt="机器学习高清思维导图"></a></center>

<font size="3"><strong>两总体均值之差和比例之差的推断</strong></font>

<center><a href="http://imgtec.eetrend.com/sites/imgtec.eetrend.com/files/201810/blog/18… width="600" src="http://imgtec.eetrend.com/sites/imgtec.eetrend.com/files/201810/blog/18…; alt="机器学习高清思维导图"></a></center>

<font size="3"><strong>总体方差的统计推断</strong></font>

<center><a href="http://imgtec.eetrend.com/sites/imgtec.eetrend.com/files/201810/blog/18… width="600" src="http://imgtec.eetrend.com/sites/imgtec.eetrend.com/files/201810/blog/18…; alt="机器学习高清思维导图"></a></center>

<font size="3"><strong>多个比率的比较&独立性检验&拟合优度检验</strong></font>

<center><a href="http://imgtec.eetrend.com/sites/imgtec.eetrend.com/files/201810/blog/18… width="600" src="http://imgtec.eetrend.com/sites/imgtec.eetrend.com/files/201810/blog/18…; alt="机器学习高清思维导图"></a></center>

<font size="3"><strong>实验设计&方差分析</strong></font>

<center><a href="http://imgtec.eetrend.com/sites/imgtec.eetrend.com/files/201810/blog/18… width="600" src="http://imgtec.eetrend.com/sites/imgtec.eetrend.com/files/201810/blog/18…; alt="机器学习高清思维导图"></a></center>

<font size="3"><strong>简单线性回归</strong></font>

<center><a href="http://imgtec.eetrend.com/sites/imgtec.eetrend.com/files/201810/blog/18… width="600" src="http://imgtec.eetrend.com/sites/imgtec.eetrend.com/files/201810/blog/18…; alt="机器学习高清思维导图"></a></center>

<font size="3"><strong>残差分析</strong></font>

<center><a href="http://imgtec.eetrend.com/sites/imgtec.eetrend.com/files/201810/blog/18… width="600" src="http://imgtec.eetrend.com/sites/imgtec.eetrend.com/files/201810/blog/18…; alt="机器学习高清思维导图"></a></center>

<font size="3"><strong>多元回归</strong></font>

<center><a href="http://imgtec.eetrend.com/sites/imgtec.eetrend.com/files/201810/blog/18… width="600" src="http://imgtec.eetrend.com/sites/imgtec.eetrend.com/files/201810/blog/18…; alt="机器学习高清思维导图"></a></center>

<font size="3"><strong>回归分析</strong></font>

<center><a href="http://imgtec.eetrend.com/sites/imgtec.eetrend.com/files/201810/blog/18… width="600" src="http://imgtec.eetrend.com/sites/imgtec.eetrend.com/files/201810/blog/18…; alt="机器学习高清思维导图"></a></center>

<font size="3"><strong>时间序列及预测</strong></font>

<center><a href="http://imgtec.eetrend.com/sites/imgtec.eetrend.com/files/201810/blog/18… width="600" src="http://imgtec.eetrend.com/sites/imgtec.eetrend.com/files/201810/blog/18…; alt="机器学习高清思维导图"></a></center>

<font size="3"><strong>非参数方法</strong></font>

<center><a href="http://imgtec.eetrend.com/sites/imgtec.eetrend.com/files/201810/blog/18… width="600" src="http://imgtec.eetrend.com/sites/imgtec.eetrend.com/files/201810/blog/18…; alt="机器学习高清思维导图"></a></center>

转自：<a href="https://www.roboticschina.com/news/2251.html">机器人网</a&gt;