Adding confusion matrix

README.md

@@ -58,6 +58,8 @@ Identify the font used in an image. Visual classifier based on ResNet18.
 
 I built this project in 1 day, with a minute-by-minute journal [on Twitter/X](https://twitter.com/gabor/status/1722300841691103467), [on Pebble.social](https://pebble.social/@gabor/111376050835874755), and [on Threads.net](https://www.threads.net/@gaborcselle/post/CzZJpJCpxTz).
 
+The code used to build this model is in this github rep
+
 ## Intended uses & limitations
 
 Identify any of 48 standard fonts from the training data.
@@ -95,6 +97,12 @@ The following hyperparameters were used during training:
 | 0.1728        | 48.0  | 1476 | 0.1293          | 0.9633   |
 | 0.1337        | 48.78 | 1500 | 0.1172          | 0.9633   |
 
+### Confusion Matrix
+
+Confusion matrix on test data.
+
+![image](font-identifier_confusion-matrix.png)
+
 
 ### Framework versions