Hello! I am Sarah Hong and my project was on classifying drawing vs. photography. I decided to work on this project, because I like taking pictures with my camera and I wanted to do something related to pictures.

My first step was to find pictures on flickr. Since Wolfram has a connection with flickr, it was easy for me to import photos from flickr.

fl = ServiceConnect["Flickr", "New"]

Next, I collected photos flickr to use. I had collected 326 pictures and 180 drawings.

I classified pictures as pictures and drawings as drawings. And set the function "classify" as c for myself to try-out some.
Classifying some pictures on wolfram, at first it got 3 wrong out of 30 tries. Therefore, in order to get a better accuracy, I added more photos from flickr, which made the 3wrong ones correct.

After classifying pictures and drawings, I made use of the function "CloudDeploy" to make the website for my project.

CloudDeploy[
 FormPage["image" -> "Image", 
  With[{img = #image, classifier = CloudGet[
CloudObject[
       "https://www.wolframcloud.com/objects/user-e75bc7d8-3f0d-4f2e-\
9664-f905de8960c7/wscPhotoDrawingClassifier"]]}, classifier[img]] &, 
 "PhotographyOrDrawing", Permissions -> "Public"]

Next, I added title, subtitle, and color to the website just to make it more fancy.

CloudDeploy[
 FormPage["image" -> "Image", 
  With[{img = #image, classifier = CloudGet[
CloudObject[
       "https://www.wolframcloud.com/objects/user-e75bc7d8-3f0d-4f2e-\
9664-f905de8960c7/wscPhotoDrawingClassifier"]]}, classifier[img]] &, 
  PageTheme -> "Blue", 
  AppearanceRules -> <|"Title" -> "Can you trust your eyes?", 
    "Description" -> 
     "Insert any file from your computer see if it's a drawing or a \
photography!"|>], "PhotographyOrDrawing", Permissions -> "Public"]

Output was...

https://www.wolframcloud.com/objects/user-e75bc7d8-3f0d-4f2e-9664-f905de8960c7/PhotographyOrDrawing