diff --git a/README.md b/README.md
index 97ad995..0f4ce44 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,6 @@
 <h1 align="center"> Deep Autoregressive Models </h1>
 
-<center><img height="250" src="https://raw.githubusercontent.com/Mind-the-Pineapple/Autoregressive-models/master/1%20-%20Autoregressive%20Models%20-%20PixelCNN/figures/Figure6_reduced.png"></center>
+<img align="center"  height="250" src="https://raw.githubusercontent.com/Mind-the-Pineapple/Autoregressive-models/master/1%20-%20Autoregressive%20Models%20-%20PixelCNN/figures/Figure6_reduced.png">
 
 [![MIT license](http://img.shields.io/badge/license-MIT-brightgreen.svg)](https://github.com/Warvito/vq-vae/blob/master/LICENSE)
 
@@ -26,10 +26,10 @@ Then, install requirements
     pip3 install -r requirements.txt
 
 <h2 align="center"> 1. Autoregressive Models — PixelCNN </h2>
-<img align="right" width="500x" src="https://raw.githubusercontent.com/Mind-the-Pineapple/Autoregressive-models/master/1%20-%20Autoregressive%20Models%20-%20PixelCNN/figures/Figure5_Architecture_reduced.png">
+<img align="right" width="500x" height="120x" src="https://raw.githubusercontent.com/Mind-the-Pineapple/Autoregressive-models/master/1%20-%20Autoregressive%20Models%20-%20PixelCNN/figures/Figure5_Architecture_reduced.png">
 
 Creating digits with deep generative models!
 - [PixelCNN Medium Story]()
 - [Google Colab](https://colab.research.google.com/github/Mind-the-Pineapple/Autoregressive-models/blob/master/1%20-%20Autoregressive%20Models%20-%20PixelCNN/pixelCNN.ipynb)
-- [Code](%20-%20Autoregressive%20Models%20-%20PixelCNN/pixelCNN.py)
+- [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)