AI HARDWARE
Let’s talk about AI Hardware — the horsepower behind AI advancements
Softwares are limited by hardware development
Most of the latest innovations are backed by software and software is ultimately backed by hardware. AI is no different. Let’s talk about how is AI hardware different from general-purpose machines. Let’s take one step back and check how the advancement in hardware can accelerate the impact of AI on the globe.
From the first impression, we think that this hardware is costly, then why are we going that way? It is like developing and investing in new ways of consuming fossil fuel which we know for sure that is going to be exhausted very soon. The simple answer is, we are using the hardware horsepower to train the system and then utilizing transfer learning, we plan to use that trained algorithm on millions of commercial systems (low in hardware). This economies of scale can help us distributing the impact and in turn, minimize the negative impact of high power consumption on the environment and globe. Moreover, we can improve on the hardware front to optimize it for less power consumption and higher speed leaving extra buffer time and power for more analysis and trials.
An improvement of just 100% is already too much. However, the new machine that Google has…