Convolutional Neural Network

Example code of me building a Neural Network Architecture which I learned from my Machine Learning and Artificial Intelligence course during my Master of Science in Business Analytics program at the University of Washington - Michael G. Foster School of Business. Most of it is taken from assignments that I completed in the Machine Learning and Artificial Intelligence course, and the other code and topics were covered in the course. See below

I chose 150 epochs because I wanted to see the number of iterations of the neural network architecture. I tested both 0.0001, and 0.0005 for the learn rate and based on research, I chose 0.0005 as the optimal learn rate. I did reach 75% accuracy in 66 epochs, but I reached 74% in our final accuracy in 150 epochs.