diff --git a/README.md b/README.md
index 4903d4b0..31bfe73c 100644
--- a/README.md
+++ b/README.md
@@ -1,12 +1,14 @@
 <p align="center"><img src="https://user-images.githubusercontent.com/1402048/52643646-c2102980-2edd-11e9-8c37-b72f3c89a640.png" data-canonical-src="![TTS banner](https://user-images.githubusercontent.com/1402048/52643646-c2102980-2edd-11e9-8c37-b72f3c89a640.png =250x250)
 " width="320" height="95" /></p>
 
-<center>
-<img src="https://travis-ci.org/mozilla/TTS.svg?branch=dev"/>
-[![Discourse](https://img.shields.io/badge/discourse-online-green.svg)](https://discourse.mozilla.org/c/tts)
-</center>
+<p align='center'>
+    <img src="https://travis-ci.org/mozilla/TTS.svg?branch=dev"/>
+    <a href='https://discourse.mozilla.org/c/tts'><img src="https://img.shields.io/badge/discourse-online-green.svg"/></a>
+</p>
 
-This project is a part of [Mozilla Common Voice](https://voice.mozilla.org/en). TTS aims a deep learning based Text2Speech engine, low in cost and high in quality.
+This project is a part of [Mozilla Common Voice](https://voice.mozilla.org/en). 
+
+Mozilla TTS aims a deep learning based Text2Speech engine, low in cost and high in quality.
 
 You can check some of synthesized voice samples from [here](https://erogol.github.io/ddc-samples/).
 
@@ -114,9 +116,11 @@ Audio examples: [soundcloud](https://soundcloud.com/user-565970875/pocket-articl
 ## [Mozilla TTS Tutorials and Notebooks](https://github.com/mozilla/TTS/wiki/TTS-Notebooks-and-Tutorials)
 
 ## Datasets and Data-Loading
-TTS provides a generic dataloader easy to use for new datasets. You need to write an preprocessor function to integrate your own dataset.Check ```datasets/preprocess.py``` to see some examples. After the function, you need to set ```dataset``` field in ```config.json```. Do not forget other data related fields too.
+TTS provides a generic dataloader easy to use for your custom dataset. 
+You just need to write a simple function to format the dataset. Check ```datasets/preprocess.py``` to see some examples. 
+After that, you need to set ```dataset``` fields in ```config.json```.
 
-Some of the open-sourced datasets that we successfully applied TTS, are linked below.
+Some of the public datasets that we successfully applied TTS:
 
 - [LJ Speech](https://keithito.com/LJ-Speech-Dataset/)
 - [Nancy](http://www.cstr.ed.ac.uk/projects/blizzard/2011/lessac_blizzard2011/)
@@ -154,8 +158,6 @@ In case of any error or intercepted execution, if there is no checkpoint yet und
 
 You can also enjoy Tensorboard,  if you point Tensorboard argument```--logdir``` to the experiment folder.
 
-## [Testing and Examples](https://github.com/mozilla/TTS/wiki/Examples-using-TTS)
-
 ## Contribution guidelines
 This repository is governed by Mozilla's code of conduct and etiquette guidelines. For more details, please read the [Mozilla Community Participation Guidelines.](https://www.mozilla.org/about/governance/policies/participation/)