change the article and description html

app.py

@@ -1,7 +1,7 @@
 # AUTOGENERATED! DO NOT EDIT! File to edit: ../weed_classifier.ipynb.
 
 # %% auto 0
-__all__ = ['learn', 'labels', 'title', 'description', 'examples', 'interpretation', 'enable_queue', 'predict']
+__all__ = ['learn', 'labels', 'article', 'title', 'description', 'examples', 'interpretation', 'enable_queue', 'predict']
 
 # %% ../weed_classifier.ipynb 1
 from fastai.vision.all import *
@@ -18,6 +18,16 @@ def predict(img):
     pred,pred_idx,probs = learn.predict(img)
     return {labels[i]: float(probs[i]) for i in range(len(labels))}
 
+# %% ../weed_classifier.ipynb 5
+article = """<div>This model was trained on the dataset contains 5,539 images of crop and weed seedlings. 
+The images are grouped into 12 classes. 
+These classes represent common plant species in Danish agriculture at different growth stages.
+ A pretrained ResNet34  model was fine-tuned using fastai vision library. The error rate achived on the validation dataset is 2.5% after 4 epochs.
+Currently the model does not generalize well on the out-of-domain images. Probably because of the specificity of the dataset. 
+The images in the dataset are of a single plant taken from the top and on a single background of a grit surface.
+<p style='text-align: center'><a href='https://tmabraham.github.io/blog/gradio_hf_spaces_tutorial' target='_blank'>Blog post</a></p>
+</div>"""
+
 # %% ../weed_classifier.ipynb 6
 title = "Weed Classifier"
 description = "<h3 style='text-align: center'>A weed classifier trained on the Kaggle V2 Plant Seedling dataset with fastai.</h3>"