From 6854e36e0d151b966203ed83c027812108b2c37d Mon Sep 17 00:00:00 2001
From: ismail ghallou <ismai23l@hotmail.com>
Date: Thu, 8 Feb 2018 00:19:59 +0000
Subject: [PATCH] Update README.md

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 README.md | 57 +++++++++++++++++++++++++++++++++++--------------------
 1 file changed, 36 insertions(+), 21 deletions(-)

diff --git a/README.md b/README.md
index e2134a5..b192e5c 100644
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+++ b/README.md
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 # The Perceptron neural net
 A neural net from scratch to help you understand the maths behind neural networks ! make sure to read the medium article I've written !
 
-You will find in the repo a jupyter notebook of one perceptron made from scratch & one with sklearn dependency<br>
+You will find in the repo a jupyter notebook of one perceptron made from scratch & one with sklearn dependency
+
 Also an Iris flowers classifier that you can train using a real data from Kaggle !
 
-# dependencies used on the perceptron from scratch
-Numpy<br>
-Matplotlibv<br>
-Jupyter Notebook<br>
-Pandas<br>
-
-# dependencies used on the perceptron using scikit-learn
-Numpy<br>
-Matplotlibv<br>
-Jupyter Notebook<br>
-pip install -U scikit-learn<br>
-
-# Install dependencies
-<pre>pip install numpy</pre>
-<pre>pip install matplotlib</pre>
-<pre>pip install jupyter</pre>
-<pre>pip install -U scikit-learn</pre>
-<pre>pip install pandas</pre>
-
-# Resources from where I learned
+## dependencies used on the perceptron from scratch
+
+Numpy
+
+Matplotlibv
+
+Jupyter Notebook
+
+Pandas
+
+## dependencies used on the perceptron using scikit-learn
+Numpy
+
+Matplotlibv
+
+Jupyter Notebook
+
+scikit-learn
+
+
+## Install dependencies
+
+	pip install numpy
+  
+	pip install matplotlib
+  
+	pip install jupyter
+  
+ 	pip install -U scikit-learn
+  
+	pip install pandas
+
+## Resources from where I learned
+
 Youtube channel from where I learned this : https://www.youtube.com/user/LogicGodTV
 
 My medium article: https://medium.com/@ismailghallou/build-your-perceptron-neural-net-from-scratch-e12b7be9d1ef