diff --git a/README.md b/README.md
index f34c27b..337b8ba 100644
--- a/README.md
+++ b/README.md
@@ -2,12 +2,10 @@
-#### 👉🏼 [deep learning tl; dr](deep_learning_tldr.md)
+* 👉🏼 **[deep learning tl; dr](deep_learning_tldr.md)**
-### in this repo
-
* 🤖 **[defi agents](agents)**
* deep learning strategies for training defi agents.
@@ -38,7 +36,7 @@
----
-### resources
+### external resources