Small fixes to UI

app.py

@@ -122,15 +122,16 @@ def self_play():
 block = gr.Blocks()
 
 with block:
-    gr.Markdown("#💬 Jointly Optimized Task-Oriented Dialogue System And User Simulator")
+    gr.Markdown("# 💬 Jointly Optimized Task-Oriented Dialogue System And User Simulator")
     gr.Markdown(
         "Created by [Alistair McLeay](https://alistairmcleay.com) for the [Masters in Machine Learning & Machine Intelligence at Cambridge University](https://www.mlmi.eng.cam.ac.uk/). <br/>\
         Thank you to [Professor Bill Byrne](https://sites.google.com/view/bill-byrne/home) for his supervision and guidance. <br/> \
         Thank you to [Andy Tseng](https://github.com/andy194673) and [Alex Coca](https://github.com/alexcoca) who provided code and guidance."
     )
     gr.Markdown(
-        "*Both Systems are trained on the [MultiWOZ dataset](https://github.com/budzianowski/multiwoz). <br/> \
-        Supported domains are 1. 🚆 Train, 2. 🏨 Hotel, 3. 🚕 Taxi, 4. 🚓 Police, 5. 🏣 Restaurant, 6. 🗿 Attraction, 7. 🏥 Hospital.*"
+        "Both Systems are trained on the [MultiWOZ dataset](https://github.com/budzianowski/multiwoz). <br/> \
+        Supported domains are: <br> \
+        1. 🚆 Train, 2. 🏨 Hotel, 3. 🚕 Taxi, 4. 🚓 Police, 5. 🏣 Restaurant, 6. 🗿 Attraction, 7. 🏥 Hospital."
     )
     with gr.Tabs():
         with gr.TabItem("Dialogue System"):
@@ -171,7 +172,7 @@ with block:
 
     gr.Markdown("## System Architecture Overview")
     gr.Markdown(
-        "![System Architecture](https://huggingface.co/spaces/alistairmcleay/cambridge-masters-project/tree/main/system_architecture.png)"
+        "![System Architecture](https://huggingface.co/spaces/alistairmcleay/cambridge-masters-project/blob/main/system_architecture.png)"
     )
 
     ds_button.click(ds_chatbot, ds_input_text, ds_response)