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So, for sure you know that a CPU is. GPU is probably something that you know too. But have you ever heard of a TPU? TPU stands for a tensor processing unit. Google produces these processors. They are ASIC – application-specific integrated circuits. ASIC devices got popular with the cryptocurrency boom. The TPU has a different purpose – to accelerate machine learning workloads.
The TPU provides accelerated machine learning. Google’s team has created it for running deep learning models which are computationally demanding. Google has already been using it in some of its products – Translate, Photos, Assistant, Search and Gmail.
The TPU was designed to run machine learning models with AI on the Google Cloud platform. It can provide superb performance:
The machine learning model requires training which can be very time-consuming and costly. The TPU helps in this department, reducing both time and costs.
This ASIC device is made for very specific workloads.
Of course, there are cases when it is still more practical to use a CPU or a GPU. TPUs are not suitable for linear algebra programs that have various branching or are element-wise algebra. Not very good for high-precision arithmetic.
Short answer – yes! According to Google, it can deliver between 15 and 30 times greater performance than current CPUs and GPUs. And what’s even more impressive – 30 to 80 times greater performance per watt. Another excellent reason is that there’s a free trial. See if it is convenient for you before you decide to purchase it.
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