So in order to train my computer faster i have purchased a 500 gig SSD drive to speed up the transfer speed and allow a clean install of Ubuntu Linux onto it. My real world tests have shown that windows based architecture is slower than a native Linux system with its python friendly nature.
My next equipment shall be a motherboard, processor and ram so as to build a dedicated gpu training machine. My initial thought is to try AMD processors as the value for money is better than Intel at this time.
https://medium.com/the-mission/why-building-your-own-deep-learning-computer-is-10x-cheaper-than-aws-b1c91b55ce8c
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