Update description

app.py

@@ -16,7 +16,7 @@ description = """Hans Christian Andersen's tale of the ugly duckling tells us ab
 
 examples = ['duckling.jpg', 'cygnet.jpg']
 
-article = 'This model was build using a resnet-18 architecture with weights pretrained on the ImageNet data set and fine-tuned using about 80 images of ducklings and cygnets each.\nNote that it is binary classifier and can therefore only output cygnet or duckling, "other" is not an option.' 
+article = '**Technical Details**: The classification model was build using a resnet-18 architecture. Training was done using a transfer learning approach. I took the publicly available weights that were pre-trained on the ImageNet data set and fine-tuned them using about 80 images of ducklings and cygnets each.\nNote that it is binary classifier and will therefore only output "cygnet" or "duckling", "other" is not an option.' 
 
 app = gr.Interface(fn=classify_image,
                    inputs=gr.components.Image(),