Getting Started with NVIDIA Containers and DIGITS

For the GTC 2019 conference, IAS wanted to put together something to demonstrate the value of NVIDIA's DGX platform for artificial intelligence and machine learning. I've never actually done anything like this before and so I welcomed the opportunity to get my hands on the DGX Station and learning how to unleash the power of Tesla V100 cards. I'm far from building SkyNet, but it only took a few days to get the hang of everything and get something rolling. To help others on this journey, I'm going to outline the process I used to get the DGX Station running a DIGITS docker container, download the MNIST data set, and do the basic test of DIGITS with some image classification. This is not the only way to accomplish this and this way might be a little "dirty", but it worked and the results were there. Thus, take this as a guide and move on from there. In our lab, everything is...
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