diff --git a/gpt4all-chat/metadata/release.json b/gpt4all-chat/metadata/release.json
index 3bb34dab..791de337 100644
--- a/gpt4all-chat/metadata/release.json
+++ b/gpt4all-chat/metadata/release.json
@@ -75,7 +75,7 @@
 * resumable downloads for models
 * chat list in the drawer drop down
 * add/remove/rename chats
-* perist chats to disk and restore them with full context (WARNING: the average size of each chat on disk is ~1.5GB)
+* persist chats to disk and restore them with full context (WARNING: the average size of each chat on disk is ~1.5GB)
 * NOTE: to turn on the persistent chats feature you need to do so via the settings dialog as it is off by default
 * automatically rename chats using the AI after the first prompt/response pair
 * new usage statistics including more detailed hardware info to help debug problems on older hardware
@@ -524,7 +524,7 @@
     "version": "2.4.19",
     "notes":
 "
-* Fix a crasher on systems with corrupted vulkan drivers or corrupted vulkan dlls
+* Fix a crash on systems with corrupted vulkan drivers or corrupted vulkan dlls
 ",
     "contributors":
 "
diff --git a/gpt4all-training/train.py b/gpt4all-training/train.py
index 829041f6..466a7e5e 100644
--- a/gpt4all-training/train.py
+++ b/gpt4all-training/train.py
@@ -75,7 +75,7 @@ def train(accelerator, config):
         else DummyOptim
     )
 
-    # karpathy doesn't decay embeddding, maybe we should exclude
+    # karpathy doesn't decay embedding, maybe we should exclude
     # https://github.com/karpathy/minGPT/commit/bbbdac74fa9b2e55574d70056163ffbae42310c1#diff-2075fa9c224b395be5bda85544dd36572b59c76c54562819eadadbf268602834R157s
     optimizer = optimizer_cls(model.parameters(), lr=config["lr"], weight_decay=config["weight_decay"])