diff --git a/docs/introduction/index.html b/docs/introduction/index.html
index f0f5990..588689d 100644
--- a/docs/introduction/index.html
+++ b/docs/introduction/index.html
@@ -114,7 +114,7 @@ <h2 id="learning">Learning</h2>
 ![goal](learning_2.png =100x20) --></p>
 
 <p>For instance, we might be given access to a dataset of dog images <script type="math/tex">\mathcal{D}</script> and
-our goal is to learn the paraemeters of  a generative model <script type="math/tex">\theta</script> within a model family <script type="math/tex">\mathcal{M}</script> such that
+our goal is to learn the parameters of  a generative model <script type="math/tex">\theta</script> within a model family <script type="math/tex">\mathcal{M}</script> such that
 the model distribution <script type="math/tex">p_\theta</script> is close to the data distribution over dogs
 <script type="math/tex">p_{\mathrm{data}}</script>. Mathematically, we can specify our goal as the
 following optimization problem: <script type="math/tex"></script>\begin{equation}