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Soundwave said:

No surprise Nvidia has better architecture, they are a way, way bigger company than AMD and as such likely draw in the best talent and engineers with more money to offer. 

To give proper credit to Nvidia, when they made the decisions that have ballooned their size and relevancy (2013-2018) they were much closer to AMD (60% vs. 40% discrete GPU market-share.) They just outcompeted AMD by making smart business decisions when considering the fact that Moore's Law was slowing and that the GPU business could expand beyond gaming.

I remember taking a CS course in 2015 where I was doing a project for a scientific computing problem (N-Body problem with hundreds of thousands of bodies.) I had an R9 280 at the time, and was disappointed to find out I couldn't use CUDA with an AMD GPU. I used OpenCL for the project, but CUDA would've been a lot better. My next GPU was a GTX 1060, largely because of that experience.