diff --git a/README.md b/README.md
index f725db35..a46d6a78 100644
--- a/README.md
+++ b/README.md
@@ -12,7 +12,7 @@ This repository contains the scripts for:
 * DreamBooth training, including U-Net and Text Encoder
 * Fine-tuning (native training), including U-Net and Text Encoder
 * LoRA training
-* Texutl Inversion training
+* Texutal Inversion training
 * Image generation
 * Model conversion (supports 1.x and 2.x, Stable Diffision ckpt/safetensors and Diffusers)
 
diff --git a/networks/lora_diffusers.py b/networks/lora_diffusers.py
index c17b6e3a..f06212df 100644
--- a/networks/lora_diffusers.py
+++ b/networks/lora_diffusers.py
@@ -431,7 +431,7 @@ class LoRANetwork(torch.nn.Module):
         print(f"weights are restored")
 
     def load_state_dict(self, state_dict: Mapping[str, Any], strict: bool = True):
-        # conver SDXL Stability AI's state dict to Diffusers' based state dict
+        # convert SDXL Stability AI's state dict to Diffusers' based state dict
         map_keys = list(UNET_CONVERSION_MAP.keys()) # prefix of U-Net modules
         map_keys.sort()
         for key in list(state_dict.keys()):