Create gradio_article.md

gradio_article.md

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+## Training
+Fast.ai was used to train this classifier with a ResNet50 vision learner, without much customization.
+The final fine tuning of the training loop resulted in the following losses.
+epoch	train_loss	valid_loss	error_rate	time
+0	     0.494005	0.078781    	0.017094	00:05
+epoch	train_loss	valid_loss	error_rate	time
+0	      0.089555	0.031788	0.025641    	00:04
+1	      0.045144	0.097199	0.017094    	00:03
+2	      0.033626	0.106634	0.017094    	00:03
+
+## Examples
+
+The example images provided in the demo are not from the dataset. They were quickly sourced via a couple of DuckDuckGo searches.