diff --git a/.tmpl/template.html b/.tmpl/template.html
index e64dae83b955bf9de6fddc30d6e4665e18b1f5e1..aa9c7af196d110d720bc227576ad1cb19483dbf6 100644
--- a/.tmpl/template.html
+++ b/.tmpl/template.html
@@ -51,6 +51,8 @@ marked.setOptions({
   smartypants: true,
   highlight: function(code, lang) {
     code = code.replace(/&/g, "&")
+    code = code.replace(/>/g, ">")
+    code = code.replace(/&lt;/g, "<")
     return hljs.highlightAuto(code, [lang]).value;
   }
 });
diff --git a/fit_a_line/index.html b/fit_a_line/index.html
index c42c1e1edfc45e935d82da22fc193f291aa5621a..6c8e30182f98cd5ede379dcca0ebc25f748192c0 100644
--- a/fit_a_line/index.html
+++ b/fit_a_line/index.html
@@ -239,6 +239,8 @@ marked.setOptions({
   smartypants: true,
   highlight: function(code, lang) {
     code = code.replace(/&amp;/g, "&")
+    code = code.replace(/&gt;/g, ">")
+    code = code.replace(/&lt;/g, "<")
     return hljs.highlightAuto(code, [lang]).value;
   }
 });
diff --git a/gan/index.html b/gan/index.html
index 4ecdb32b8df7ef9e4f5efa296b13181ab7762d2d..0d64ba2f206038efc737cf9d96dba6b40db9a1a9 100644
--- a/gan/index.html
+++ b/gan/index.html
@@ -51,6 +51,8 @@ marked.setOptions({
   smartypants: true,
   highlight: function(code, lang) {
     code = code.replace(/&amp;/g, "&")
+    code = code.replace(/&gt;/g, ">")
+    code = code.replace(/&lt;/g, "<")
     return hljs.highlightAuto(code, [lang]).value;
   }
 });
diff --git a/image_caption/index.html b/image_caption/index.html
index 6ebdd5d7cab91c341cf61444f5ad33f181076417..86f987b152ec42c27e225a3345870bcc9d5af2fe 100644
--- a/image_caption/index.html
+++ b/image_caption/index.html
@@ -50,6 +50,8 @@ marked.setOptions({
   smartypants: true,
   highlight: function(code, lang) {
     code = code.replace(/&amp;/g, "&")
+    code = code.replace(/&gt;/g, ">")
+    code = code.replace(/&lt;/g, "<")
     return hljs.highlightAuto(code, [lang]).value;
   }
 });
diff --git a/image_classification/index.html b/image_classification/index.html
index eeea6e14fd45656575c8d76fa5cb56531f7613a7..755bf3377c5ae753b69c386cdc3d229c327c4542 100644
--- a/image_classification/index.html
+++ b/image_classification/index.html
@@ -595,6 +595,8 @@ marked.setOptions({
   smartypants: true,
   highlight: function(code, lang) {
     code = code.replace(/&amp;/g, "&")
+    code = code.replace(/&gt;/g, ">")
+    code = code.replace(/&lt;/g, "<")
     return hljs.highlightAuto(code, [lang]).value;
   }
 });
diff --git a/image_detection/index.html b/image_detection/index.html
index 6ebdd5d7cab91c341cf61444f5ad33f181076417..86f987b152ec42c27e225a3345870bcc9d5af2fe 100644
--- a/image_detection/index.html
+++ b/image_detection/index.html
@@ -50,6 +50,8 @@ marked.setOptions({
   smartypants: true,
   highlight: function(code, lang) {
     code = code.replace(/&amp;/g, "&")
+    code = code.replace(/&gt;/g, ">")
+    code = code.replace(/&lt;/g, "<")
     return hljs.highlightAuto(code, [lang]).value;
   }
 });
diff --git a/image_qa/index.html b/image_qa/index.html
index 6ebdd5d7cab91c341cf61444f5ad33f181076417..86f987b152ec42c27e225a3345870bcc9d5af2fe 100644
--- a/image_qa/index.html
+++ b/image_qa/index.html
@@ -50,6 +50,8 @@ marked.setOptions({
   smartypants: true,
   highlight: function(code, lang) {
     code = code.replace(/&amp;/g, "&")
+    code = code.replace(/&gt;/g, ">")
+    code = code.replace(/&lt;/g, "<")
     return hljs.highlightAuto(code, [lang]).value;
   }
 });
diff --git a/label_semantic_roles/index.html b/label_semantic_roles/index.html
index 30879a8b020d1f531aab585db66ce1faf850bc84..cebb1d50a3e20b0915498959c9c0fef9a81eaffb 100644
--- a/label_semantic_roles/index.html
+++ b/label_semantic_roles/index.html
@@ -529,6 +529,8 @@ marked.setOptions({
   smartypants: true,
   highlight: function(code, lang) {
     code = code.replace(/&amp;/g, "&")
+    code = code.replace(/&gt;/g, ">")
+    code = code.replace(/&lt;/g, "<")
     return hljs.highlightAuto(code, [lang]).value;
   }
 });
diff --git a/machine_translation/index.html b/machine_translation/index.html
index 5caec081b966f908c86001260d83517dfebb9c9d..eceaa3cc86aca1bfe654e668444cc392e09208c4 100644
--- a/machine_translation/index.html
+++ b/machine_translation/index.html
@@ -738,6 +738,8 @@ marked.setOptions({
   smartypants: true,
   highlight: function(code, lang) {
     code = code.replace(/&amp;/g, "&")
+    code = code.replace(/&gt;/g, ">")
+    code = code.replace(/&lt;/g, "<")
     return hljs.highlightAuto(code, [lang]).value;
   }
 });
diff --git a/query_relationship/index.html b/query_relationship/index.html
index 6ebdd5d7cab91c341cf61444f5ad33f181076417..86f987b152ec42c27e225a3345870bcc9d5af2fe 100644
--- a/query_relationship/index.html
+++ b/query_relationship/index.html
@@ -50,6 +50,8 @@ marked.setOptions({
   smartypants: true,
   highlight: function(code, lang) {
     code = code.replace(/&amp;/g, "&")
+    code = code.replace(/&gt;/g, ">")
+    code = code.replace(/&lt;/g, "<")
     return hljs.highlightAuto(code, [lang]).value;
   }
 });
diff --git a/recognize_digits/index.html b/recognize_digits/index.html
index 2c6f4e08143b3f1156a59d91815b4869f699411d..820916544e7d7401c7b764c1e0c7f0039f2c2ea4 100644
--- a/recognize_digits/index.html
+++ b/recognize_digits/index.html
@@ -482,6 +482,8 @@ marked.setOptions({
   smartypants: true,
   highlight: function(code, lang) {
     code = code.replace(/&amp;/g, "&")
+    code = code.replace(/&gt;/g, ">")
+    code = code.replace(/&lt;/g, "<")
     return hljs.highlightAuto(code, [lang]).value;
   }
 });
diff --git a/recommender_system/index.html b/recommender_system/index.html
index 96706a63134b78237ea9dbb33c28f0f48f7760d7..550018ed70f3abaa9eec7900b1df12465a8395e5 100644
--- a/recommender_system/index.html
+++ b/recommender_system/index.html
@@ -432,6 +432,8 @@ marked.setOptions({
   smartypants: true,
   highlight: function(code, lang) {
     code = code.replace(/&amp;/g, "&")
+    code = code.replace(/&gt;/g, ">")
+    code = code.replace(/&lt;/g, "<")
     return hljs.highlightAuto(code, [lang]).value;
   }
 });
diff --git a/skip_thought/index.html b/skip_thought/index.html
index 6ebdd5d7cab91c341cf61444f5ad33f181076417..86f987b152ec42c27e225a3345870bcc9d5af2fe 100644
--- a/skip_thought/index.html
+++ b/skip_thought/index.html
@@ -50,6 +50,8 @@ marked.setOptions({
   smartypants: true,
   highlight: function(code, lang) {
     code = code.replace(/&amp;/g, "&")
+    code = code.replace(/&gt;/g, ">")
+    code = code.replace(/&lt;/g, "<")
     return hljs.highlightAuto(code, [lang]).value;
   }
 });
diff --git a/speech_recognition/index.html b/speech_recognition/index.html
index 6ebdd5d7cab91c341cf61444f5ad33f181076417..86f987b152ec42c27e225a3345870bcc9d5af2fe 100644
--- a/speech_recognition/index.html
+++ b/speech_recognition/index.html
@@ -50,6 +50,8 @@ marked.setOptions({
   smartypants: true,
   highlight: function(code, lang) {
     code = code.replace(/&amp;/g, "&")
+    code = code.replace(/&gt;/g, ">")
+    code = code.replace(/&lt;/g, "<")
     return hljs.highlightAuto(code, [lang]).value;
   }
 });
diff --git a/understand_sentiment/index.html b/understand_sentiment/index.html
index 049834c94523eadd1430f917a5f99f990d25a537..ba07973890f24796825a3ee915e8eb6d792aaa08 100644
--- a/understand_sentiment/index.html
+++ b/understand_sentiment/index.html
@@ -526,6 +526,8 @@ marked.setOptions({
   smartypants: true,
   highlight: function(code, lang) {
     code = code.replace(/&amp;/g, "&")
+    code = code.replace(/&gt;/g, ">")
+    code = code.replace(/&lt;/g, "<")
     return hljs.highlightAuto(code, [lang]).value;
   }
 });
diff --git a/word2vec/index.html b/word2vec/index.html
index bcf343d86519ccab78822995975311f50e7e4e07..21a70d7705a3fda197b38935c46f778d67c5449d 100644
--- a/word2vec/index.html
+++ b/word2vec/index.html
@@ -519,6 +519,8 @@ marked.setOptions({
   smartypants: true,
   highlight: function(code, lang) {
     code = code.replace(/&amp;/g, "&")
+    code = code.replace(/&gt;/g, ">")
+    code = code.replace(/&lt;/g, "<")
     return hljs.highlightAuto(code, [lang]).value;
   }
 });