The article is focused on Nvidia, but note that Apple [1][2] and Google [3] have also been working in this area and will undoubtedly continue to do so.
[1]: https://developer.apple.com/machine-learning/core-ml/
[2]: https://machinelearning.apple.com/research/neural-engine-tra...
[3]: https://research.google/blog/improved-on-device-ml-on-pixel-...