diff --git a/examples/README.md b/examples/README.md
index cff22e4d..3db76d9c 100644
--- a/examples/README.md
+++ b/examples/README.md
@@ -10,6 +10,7 @@ Click "Open in playground" on the Colab header to interact with the notebook.
 |Notebook|Description|Colab Link|
 |:---|:---:|:---|
 [MNIST using TripletMarginLoss](https://github.com/KevinMusgrave/pytorch-metric-learning/blob/master/examples/notebooks/TripletMarginLossMNIST.ipynb) | Train with TripletMarginLoss, evaluate with AccuracyCalculator. |[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/KevinMusgrave/pytorch-metric-learning/blob/master/examples/notebooks/TripletMarginLossMNIST.ipynb)
+[MNIST using SubCenterArcFaceLoss](https://github.com/KevinMusgrave/pytorch-metric-learning/blob/master/examples/notebooks/SubCenterArcFaceMNIST.ipynb) | Train with SubCenterArcFaceLoss, view outlier samples. |[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/KevinMusgrave/pytorch-metric-learning/blob/master/examples/notebooks/SubCenterArcFaceMNIST.ipynb)
 [MoCo on CIFAR10](https://github.com/KevinMusgrave/pytorch-metric-learning/blob/master/examples/notebooks/MoCoCIFAR10.ipynb) | Self-supervision using MoCo with CrossBatchMemory |[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/KevinMusgrave/pytorch-metric-learning/blob/master/examples/notebooks/MoCoCIFAR10.ipynb)
 [Multiprocessing with DistributedDataParallel](https://github.com/KevinMusgrave/pytorch-metric-learning/blob/master/examples/notebooks/DistributedTripletMarginLossMNIST.ipynb) | An example using pytorch_metric_learning.utils.distributed |[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/KevinMusgrave/pytorch-metric-learning/blob/master/examples/notebooks/DistributedTripletMarginLossMNIST.ipynb)