From 02843201e8091f9cca4f72ced30eb65dc140b764 Mon Sep 17 00:00:00 2001
From: TinWoodman92 <chrhodgden@gmail.com>
Date: Thu, 14 Dec 2023 17:11:32 -0600
Subject: added top nav element and external links open in new tab.

---
 projects_blog/NNetwork.html | 20 ++++++++++++++------
 1 file changed, 14 insertions(+), 6 deletions(-)

diff --git a/projects_blog/NNetwork.html b/projects_blog/NNetwork.html
index 00f0c33..4cabed4 100644
--- a/projects_blog/NNetwork.html
+++ b/projects_blog/NNetwork.html
@@ -9,15 +9,23 @@
 
 	<h1>NNetwork</h1>
 	<h3>A simple neural network in R as an R6 class object</h3>
-	<a href="https://github.com/chrhodgden/NNetwork">GitHub Repository</a>
-	<h2>Background</h2>
+	<nav class="nav-footer">
+		<hr>
+		<a href="#background">Background</a>		
+		| <a href="#the-project">The Project</a>		
+		| <a href="#next-steps">Next Steps</a>		
+		<hr>
+	</nav>
+	<br>
+	<a href="https://github.com/chrhodgden/NNetwork" target="_blank">GitHub Repository</a>
+	<h2 id="background">Background</h2>
 	<p>
 		After learning R from a few R tutorials, I decided it was time to learn what machine learning and data science truly was.
 		I had been putting off looking those up because I didn't feel like I was ready.
 		I watched a series on neural networks by 3Blue1Brown on YouTube linked below.
 		<br>
 		<br>
-		<a href="https://youtu.be/aircAruvnKk">
+		<a href="https://youtu.be/aircAruvnKk" target="_blank">
 			But what is a neural network? | Chapter 1, Deep learning
 		</a>
 		<br>
@@ -28,7 +36,7 @@
 		This video series applied old and familiar concepts of linear algebra and multivariable calculus that I had learned in college.
 		Knowing that there were applications of this with data and programming inspired me to try to write some libraries from scratch.
 	</p>
-	<h2>The Project</h2>
+	<h2 id="the-project">The Project</h2>
 	<p>
 		I chose R to do this rather than Python because I wanted to build experience with R. 
 		This project would be a good demonstration of mixing higher mathmatics with programming, which is what R was built to do.
@@ -40,7 +48,7 @@
 		I primariliy referenced a series by deeplizard on Neural Networks linked below.
 		<br>
 		<br>
-		<a href="https://www.youtube.com/playlist?list=PLZbbT5o_s2xq7LwI2y8_QtvuXZedL6tQU">
+		<a href="https://www.youtube.com/playlist?list=PLZbbT5o_s2xq7LwI2y8_QtvuXZedL6tQU" target="_blank">
 			Deep Learning Fundamentals - Intro to Neural Networks
 		</a>
 		<br>
@@ -52,7 +60,7 @@
 		I decided to test the network by training it to read binary.
 		This way I would not have to find or build a database of training data, nor label the data.
 	</p>
-	<h2>Next Steps</h2>
+	<h2 id="next-steps">Next Steps</h2>
 	<p>
 		This project was written in December of 2022 and added to GitHub in February of 2023. 
 		The next seps I would like to do would be to formalize the testing process into a Unit Test with the testthat library in R.
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