Update app.py

app.py

@@ -48,8 +48,8 @@ if __name__ == '__main__':
         gr.Markdown(
             """
             # NanoGPT
-            - This application is based on the nanoGPT model trained [in this video](https://www.youtube.com/watch?v=kCc8FmEb1nY&ab_channel=AndrejKarpathy) by Andrej Karpathy
-            - Model is trained to output Shakesphere text
+            - This application is based on the nanoGPT model trained in this [video](https://www.youtube.com/watch?v=kCc8FmEb1nY&ab_channel=AndrejKarpathy) by Andrej Karpathy
+            - Model is trained to output Shakespeare text
             - It is the first step in the training ChatGPT where the aim of the model is to generate text
             - This model is a Decoder only model
             - The model prints out next character based on the previous characters
@@ -59,7 +59,7 @@ if __name__ == '__main__':
 
         # Input
         gradcam_inputs = [gr.Slider(1, 3000, value=100,
-                                    label="Enter number of Characters to be generated by the model in the Shakesphere style")]
+                                    label="Enter number of Characters to be generated by the model in the Shakespeare style")]
 
         # Output
         gradcam_outputs = [gr.Text()]