diff --git a/docs/source/examples.rst b/docs/source/examples.rst
index 54d6a550..e000b6a3 100644
--- a/docs/source/examples.rst
+++ b/docs/source/examples.rst
@@ -3,12 +3,16 @@
    :name: Community Examples
    :caption: Community Examples
 
+    Contextual Emotion Detection in Text (DoubleDistilBert) <https://github.com/PyTorchLightning/emotion_transformer>
     Generative Adversarial Network <https://colab.research.google.com/drive/1F_RNcHzTfFuQf-LeKvSlud6x7jXYkG31#scrollTo=TyYOdg8g77P0>
     Hyperparameter optimization with Optuna <https://github.com/optuna/optuna/blob/master/examples/pytorch_lightning_simple.py>
+    Image Inpainting for Irregular Holes Using Partial Convolutions <https://github.com/ryanwongsa/Image-Inpainting>
+    MNIST on TPU <https://colab.research.google.com/drive/1-_LKx4HwAxl5M6xPJmqAAu444LTDQoa3#scrollTo=BHBz1_AnamN_>
+    NER (transformers, TPU) <https://colab.research.google.com/drive/1dBN-wwYUngLYVt985wGs_OKPlK_ANB9D>
+    NeuralTexture (CVPR) <https://github.com/PyTorchLightning/neuraltexture>
     Recurrent Attentive Neural Process <https://github.com/PyTorchLightning/attentive-neural-processes>
     Siamese Nets for One-shot Image Recognition <https://github.com/PyTorchLightning/Siamese-Neural-Networks>
     Speech Transformers <https://github.com/PyTorchLightning/speech-transformer-pytorch_lightning>
     Transformers transfer learning (Huggingface) <https://colab.research.google.com/drive/1F_RNcHzTfFuQf-LeKvSlud6x7jXYkG31#scrollTo=yr7eaxkF-djf>
     Transformers text classification <https://github.com/ricardorei/lightning-text-classification>
-    MNIST on TPU <https://colab.research.google.com/drive/1-_LKx4HwAxl5M6xPJmqAAu444LTDQoa3#scrollTo=BHBz1_AnamN_>
-    NER (transformers, TPU) <https://colab.research.google.com/drive/1dBN-wwYUngLYVt985wGs_OKPlK_ANB9D>
+    VAE Library of over 18+ VAE flavors <https://github.com/AntixK/PyTorch-VAE>