Update README.md

Author: evarae

Diff for: README.md

@@ -1,22 +1,25 @@
 # Convolutional Neural Network Tutorial
 Hi! Thanks for checking out my tutorial where I walk you through the process of coding a convolutional neural network in java from scratch. After building a network for a university assignment, I decided to create a tutorial to (hopefully) help others do the same and improve my own understanding of neural networks. 
 
-To run this code, please download the CSV mnist data and replace the filepath variables in the main function to match your CSV directory.
+**To run this code, please download the CSV mnist data and replace the filepath variables in the main function to match your CSV directory.**
+
+Link to the first video in the series on youtube:
+https://youtu.be/3MMonOWGe0M
 
 My github repository:
 https://github.com/evarae/CNN_Tutorial
 
-CSV MNIST Download: 
+CSV MNIST Download:
 https://pjreddie.com/projects/mnist-in-csv/
 
-Recommended Reading/Resources that I Used:
+### Recommended Reading/Resources that I Used:
 
-3Blue1Brown - Neural Networks -  https://youtube.com/playlist?list=PLZHQObOWTQDNU6R1_67000Dx_ZCJB-3pi
+3Blue1Brown - *Neural Networks* -  https://youtube.com/playlist?list=PLZHQObOWTQDNU6R1_67000Dx_ZCJB-3pi
 
-Giuseppe Pio Cannata - “Backpropagation in Fully Convolutional Networks (FCNs)” - https://towardsdatascience.com/backpropagation-in-fully-convolutional-networks-fcns-1a13b75fb56a
+Giuseppe Pio Cannata - *“Backpropagation in Fully Convolutional Networks (FCNs)”* - https://towardsdatascience.com/backpropagation-in-fully-convolutional-networks-fcns-1a13b75fb56a
 
-Sumit Saha - “A Comprehensive Guide to Convolutional Neural Networks — the ELI5 way” - https://towardsdatascience.com/a-comprehensive-guide-to-convolutional-neural-networks-the-eli5-way-3bd2b1164a53
+Sumit Saha - *“A Comprehensive Guide to Convolutional Neural Networks — the ELI5 way”* - https://towardsdatascience.com/a-comprehensive-guide-to-convolutional-neural-networks-the-eli5-way-3bd2b1164a53
 
-Pavithra Solai - “Convolutions and Backpropagations” - https://pavisj.medium.com/convolutions-and-backpropagations-46026a8f5d2c
+Pavithra Solai - *“Convolutions and Backpropagations”* - https://pavisj.medium.com/convolutions-and-backpropagations-46026a8f5d2c
 
-Paul-Louis Pröve - “An Introduction to different Types of Convolutions in Deep Learning” - https://towardsdatascience.com/types-of-convolutions-in-deep-learning-717013397f4d
+Paul-Louis Pröve - *“An Introduction to different Types of Convolutions in Deep Learning”* - https://towardsdatascience.com/types-of-convolutions-in-deep-learning-717013397f4d