diff --git a/README.md b/README.md
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@@ -36,27 +36,28 @@ Creating digits with deep generative models!
- [Code](https://github.com/Mind-the-Pineapple/Autoregressive-models/blob/master/1%20-%20Autoregressive%20Models%20-%20PixelCNN/pixelCNN.py)
- [Paper -> Pixel Recurrent Neural Networks](https://arxiv.org/abs/1601.06759)
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2. Modelling Coloured Images
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Extending the model to the full colour spectrum
- [PixelCNN - RGB Medium Story](https://blog.usejournal.com/modelling-coloured-images-acd0ebde0102)
- [Google Colab](https://colab.research.google.com/gist/PedroFerreiradaCosta/a770317efa23f36b3c5009a9f21169f3/pixelcnn-rgb.ipynb?authuser=1#scrollTo=deJgSHmOBGfk)
- [Code](https://github.com/Mind-the-Pineapple/Autoregressive-models/blob/master/2%20-%20Modelling%20data%20with%20multiple%20channels/pixelCNN_RGB.py)
- [Paper -> Pixel Recurrddent Neural Networks](https://arxiv.org/abs/1601.06759)
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- 3 - PixelCNN's Blind Spot and how to fix it
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+
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+ 3. PixelCNN's Blind Spot and how to fix it
-Creating digits with deep generative models!
+How to fix the Pixel CNN's blind spot
- [PixelCNN Medium Story](https://towardsdatascience.com/pixelcnns-blind-spot-84e19a3797b9)
- [Google Colab](https://colab.research.google.com/github/Mind-the-Pineapple/Autoregressive-models/blob/master/3%20-%20PixelCNNs%20Blind%20spot%20and%20Gated%20PixelCNNs/PixelCNN_Blind_spot.ipynb)
- [Code](https://github.com/Mind-the-Pineapple/Autoregressive-models/blob/master/3%20-%20PixelCNNs%20Blind%20spot%20and%20Gated%20PixelCNNs/pixelcnn_blind_spot.py)
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- [Paper -> Gated PixelCNNs](https://arxiv.org/abs/1606.05328)
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