Build a Deep Learning Rig for $800 – Towards Data Science

I was introduced to deep learning as part of Udacity's Self-Driving Car Nanodegree (SDCND) program, which I started in November. Some of our projects required building deep neural networks for tasks such as classifying traffics signs, and using behavior cloning to train a car to drive autonomously in a simulator. However, my MacBook Pro was not up to the task of training neural networks. I used AWS for my first deep learning project, and while it's a viable option, I decided to build my own machine for greater flexibility and convenience. I also plan to do a lot of deep learning outside of the nanodegree, such as Kaggle competitions and side projects, so it should end up being the more cost effective option as well.