Update app.py

app.py

@@ -55,13 +55,13 @@ if __name__ == "__main__":
     examples = ["examples/boat.jpeg", "examples/horse.jpeg", "examples/car.jpeg"]
     title = "Metric Learning for Image Similarity Search"
 
-    more_text = """Embeddings for the input image are xomputed using the model trained using the metric learning technique. 
-                   The nearest neighbours are calculated using the cosine distance and these shown in the image grid."""
+    more_text = """Embeddings for the input image are computed using the model. 
+                   The nearest neighbours are then calculated using the cosine distance and these shown in the image grid."""
 
-    description = f"This space uses model trained on CIFAR10 dataset using metric learning.\n\n{more_text}"
+    description = f"This space uses model trained on CIFAR10 dataset using metric learning technique.\n\n{more_text}"
 
     article = """
-    <p style='text-align: center'>
+<p style='text-align: center'>
         <a href='https://keras.io/examples/vision/metric_learning/' target='_blank'>Keras Example by Mat Kelcey</a>
         <br>
         Space by Vrinda Prabhu