Spaces:
Running
Running
jaifar530
commited on
Update app.py
Browse files
app.py
CHANGED
@@ -8,6 +8,7 @@ from keras.preprocessing.sequence import pad_sequences
|
|
8 |
from sklearn.preprocessing import LabelEncoder
|
9 |
import pickle
|
10 |
import numpy as np
|
|
|
11 |
|
12 |
|
13 |
# Custom headers for the HTTP request
|
@@ -140,12 +141,21 @@ with st.expander("Aim and Objectives"):
|
|
140 |
The project aims to help staff at the University of Portsmouth distinguish between student-written artifacts and those generated by LLMs. It focuses on text feature extraction, model testing, and implementing a user-friendly dashboard among other objectives.
|
141 |
""")
|
142 |
|
143 |
-
#
|
144 |
-
|
145 |
-
|
146 |
-
|
147 |
-
|
148 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
149 |
|
150 |
# Data Storage Information
|
151 |
with st.expander("Does the system store my data?"):
|
|
|
8 |
from sklearn.preprocessing import LabelEncoder
|
9 |
import pickle
|
10 |
import numpy as np
|
11 |
+
from PIL import Image
|
12 |
|
13 |
|
14 |
# Custom headers for the HTTP request
|
|
|
141 |
The project aims to help staff at the University of Portsmouth distinguish between student-written artifacts and those generated by LLMs. It focuses on text feature extraction, model testing, and implementing a user-friendly dashboard among other objectives.
|
142 |
""")
|
143 |
|
144 |
+
# System Details
|
145 |
+
with st.expander("How does the system work?"):
|
146 |
+
st.write("""
|
147 |
+
The system is trained using a CNN model on a dataset of 140,546 paragraphs, varying in length from 10 to 500 words.
|
148 |
+
It achieves an accuracy of 0.9964 with a validation loss of 0.094.
|
149 |
+
""")
|
150 |
+
|
151 |
+
# Fetch the image from the URL
|
152 |
+
accuracy_image_request = requests.get("https://jaifar.net/best_accuracy.png")
|
153 |
+
|
154 |
+
# Open the image
|
155 |
+
accuracy_image = Image.open(accuracy_image_request.content)
|
156 |
+
|
157 |
+
# Display the image using streamlit
|
158 |
+
st.image(accuracy_image, caption='Best Accuracy', use_column_width=True)
|
159 |
|
160 |
# Data Storage Information
|
161 |
with st.expander("Does the system store my data?"):
|