diff --git a/README.md b/README.md
index 04ed5bf..6c9d9cb 100644
--- a/README.md
+++ b/README.md
@@ -43,6 +43,6 @@
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 * [training defi agents with deep learning, by dr. steinkirch](https://mirror.xyz/steinkirch.eth/DKaWYobU7q3EvZw8x01J7uEmF_E8PfNN27j0VgxQhNQ)
-* [bt3gl's studies on ml and ai](https://singularity-sh.vercel.app/archives.html)
+* [bt3gl's studies on deep learning and machine learning](https://singularity-sh.vercel.app/archives.html)
 * [google's jax (composable transformations of numpy programs)](https://github.com/google/jax)
 * [goat, the globally open ai transfer protocol](https://ipfs.io/ipfs/QmYyucgBQVfs9JXZ2MtmkGPAhgUjNgyGE6rcJT1KybQHhp/index.html)