updated readme

README.md

@@ -1,14 +1,22 @@
 <h1 align = "center"> Speech Recognition in Python </h1>
 
 
-# Python-Speech-Recognition
-This repository of basic examples on performing Speech Recognition
-in Python using Google Speech Recognition Engine .
+Python-Speech-Recognition
+---------------------------
 
-To view Full tutorial **[Click here](https://kalebujordan.com/python-speech-recognition)**
+This repository of basic examples on performing Speech Recognitionin Python using Google Speech Recognition Engine.
 
-## Getting started 🔧
 
+The original article
+-------------------------
+
+To see full article with explanation on source code from this repository **[Click here](https://kalebujordan.com/python-speech-recognition)**
+
+
+Getting started 🔧
+--------------------
+Firstly before we begin exploring the source code, you might wanna *clone* or *download* the repository
+just as shown below;
 
 ```bash
 # Clone this repository
@@ -18,20 +26,24 @@ $ git clone https://github.com/Kalebu/Python-Speech-Recognition-
 $ cd Python-Speech-Recognition-
 ```
 
-## Instructions 
+## Dependancies
 
 Now you would need to Install all the Dependecies to begin running
 playing the Examples 
 
-For Linux :
+Linux users  
+----------
+
 ```bash
 
 $ pip3 install pydub
 $ pip3 install PyAudio
 $ pip3 install SpeechRecognition
 ```
 
-For Window : 
+Window users
+-----------
+
 ```bash 
 $ pip install pydub
 $ pip install PyAudio
@@ -40,7 +52,9 @@ $ pip install SpeechRecognition
 
 Once everything is cleary installed , you're now ready to run the above examples 
 
-# Recognition From Microphone 
+Recognition From Microphone 
+----------------------------
+
 
 The first Example *app.py* consist of python code to perform speech recognition 
 on sound that is directly fed from Microphone 
@@ -56,7 +70,8 @@ $ python app.py
     Decoded Text : Python is awesome
 ```
 
-# Recognition From Audio File 
+Recognition From Audio File 
+-----------------------------
 
 The second Example *app_audio.py* consist of a python code to perform speech recognition from 
 sound loaded from local audio file 
@@ -70,7 +85,8 @@ $ python3 app_audio.py
     Decoded Text : python programming is the best of all by Jordan
 ```
 
-# Recognizing From Long Audio File 
+Recognizing From Long Audio File 
+-----------------------------------
 
 Incase you have a long audio File, loading plus processing it, It takes a quite a while therefore 
 the best way is to break the long audio source from file into small chunks and then performing 
@@ -87,8 +103,20 @@ $ python3 app_audio.py
     Decoded Text : python programming is the best of all by Jordan
 ```
 
-Well Hope you had amazing time practicing Some Speech Recognition 
+Explore and build your own thing
+---------------------------------
+
+Well Hope you had amazing time practicing Some Speech Recognition Now It's your turn to create something useful out of what you just learned.
+
+
+Give it a star 
+--------------
+Did you find this information useful, then give it a star 
+
+
+Credits
+-----------
+All the credits to [kalebu](github.com/kalebu) 
 
-Now It's your turn to create something useful out of what you just learned 
 
 *The Only limits are the one you have set upon yourself @unkown*