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diff --git a/README.md b/README.md
@@ -14,6 +14,8 @@ Notebooks [1.2](https://github.com/1202kbs/Robustness-and-Interpretability/blob/
 
 Notebooks [1.3](https://github.com/1202kbs/Robustness-and-Interpretability/blob/master/1.3%20MNIST%20Gradient%20Analysis.ipynb), [2.3](https://github.com/1202kbs/Robustness-and-Interpretability/blob/master/2.3%20FMNIST%20Gradient%20Analysis.ipynb) and [3.3](https://github.com/1202kbs/Robustness-and-Interpretability/blob/master/3.3%20CIFAR-10%20Gradient%20Analysis.ipynb) was used to calculate the distance of adversarial examples to their projections onto the image manifold and to visualize the loss gradients and the adversarial examples.
 
+![alt tag](https://github.com/1202kbs/Robustness-and-Interpretability/blob/master/assets/gradient_mnist_xent.jpg)
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 ### Section 2.2
 
 Notebook [4.1](https://github.com/1202kbs/Robustness-and-Interpretability/blob/master/4.1%20Mixture%20Gaussian%20Training.ipynb) was used to test our conjecture with a 2-dimensional toy dataset.

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