Why is NVIDIA always one step ahead in the GPU game? They are now positioned to be the only shovel-seller in the Deep Learning gold rush.
The chip business is tough. AMD has been struggling to survive. Can't invest in the next big thing if you're in survival mode.
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That said, Nvidia has been investing lots since the early days: that's definitely visionary leadership on their part. And it's paying off.
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