Update README.md

README.md

@@ -17,4 +17,17 @@ config = {
 
 ## Traning Plots
 
+We can see in the figures below the training plots for accuracy and the loss in both, training and validation sets.
+
+### Accuracy Plot
+![Accuracy](https://huggingface.co/israfelsr/UpsideDownClassifier/blob/main/accuracy.png)
+### Loss Plot
+![Loss](https://huggingface.co/israfelsr/UpsideDownClassifier/blob/main/loss.png)
+
 ## Some Results
+
+Evaluating on the Test Set, we obtain:
+|Accuracy|0.9696|
+
+A batch with some missclassifications can be seen in the picture below.
+![Results](https://huggingface.co/israfelsr/UpsideDownClassifier/blob/main/results.png)