diff --git a/ch05/02_alternative_weight_loading/README.md b/ch05/02_alternative_weight_loading/README.md
index e00d020..dafba05 100644
--- a/ch05/02_alternative_weight_loading/README.md
+++ b/ch05/02_alternative_weight_loading/README.md
@@ -1,5 +1,5 @@
 # Alternative Weight Loading
 
-This folder contains alternative weight loading strategies in case the weights become unavailable from Open AI.
+This folder contains alternative weight loading strategies in case the weights become unavailable from OpenAI.
 
-- [weight-loading-hf-transformers.ipynb](weight-loading-hf-transformers.ipynb): contains code to load the weights from the Hugging Face Model Hub via the `transformers` library
\ No newline at end of file
+- [weight-loading-hf-transformers.ipynb](weight-loading-hf-transformers.ipynb): contains code to load the weights from the Hugging Face Model Hub via the `transformers` library