<div style = "position:fixed; visibility: hidden"> `$$\require{color}\definecolor{orange}{rgb}{1, 0.52156862745098, 0.105882352941176}$$` `$$\require{color}\definecolor{blue}{rgb}{0, 0.454901960784314, 0.850980392156863}$$` `$$\require{color}\definecolor{green}{rgb}{0.180392156862745, 0.8, 0.250980392156863}$$` `$$\require{color}\definecolor{cyan}{rgb}{0.223529411764706, 0.8, 0.8}$$` </div> <script type="text/x-mathjax-config"> MathJax.Hub.Config({ TeX: { Macros: { orange: ["{\\color{orange}{#1}}", 1], blue: ["{\\color{blue}{#1}}", 1], green: ["{\\color{green}{#1}}", 1], cyan: ["{\\color{cyan}{#1}}", 1] }, loader: {load: ['[tex]/color']}, tex: {packages: {'[+]': ['color']}} } }); </script> <style> .orange {color: #FF851B;} .blue {color: #0074D9;} .green {color: #2ECC40;} .cyan {color: #39CCCC;} </style> # DAGs and models <img src="data:image/png;base64,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" width="40%" style="display: block; margin: auto;" /> .pull-left[ <code class ='r hljs remark-code'>model <- lm(<span style="color:#FF851B">hwy</span> ~ <span style="color:#0074D9">drv</span> + <span style="color:#2ECC40">displ</span> + <span style="color:#39CCCC">cyl</span>, <br> data = mpg)</code> ] .pull-right[ $$ `\begin{aligned} \orange{Highway MPG} =\ & \beta_0 + \beta_1 \blue{Drive} + \\ &\beta_2 \green{Displacement} + \\ &\beta_3 \cyan{Cylinders} + \varepsilon \end{aligned}` $$ ]