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Neural Processing Unit (NPU)

10-05-2024

 

Neural Processing Unit (NPU)

 

For Prelims: About Neural Processing Unit (NPU), How is NPU different from the Central Processing Unit (CPU)?

 

   Why in the news?                          

Recently, Apple debuted the M4 chip with the iPad Pro and the most prominent change in this chip is the 16-core Neural Engine, which is Apple’s term for Neural Processing Unit (NPU).

 

About Neural Processing Unit (NPU):

  • It is a dedicated processor designed specifically for accelerating neural network processes.
  • A neural network is essentially a type of machine learning algorithm that mimics the human brain for processing data.
  • It is highly capable for handling machine learning operations that form the basis for AI-related tasks, such as speech recognition, natural language processing, photo or video editing processes like object detection, and more.
  • In most consumer-facing gadgets such as smartphones, laptops and tablets, the NPU is integrated within the main processor, adopting a System-on-Chip (SoC) configuration.

 

How is NPU different from the Central Processing Unit (CPU)?

  • CPUs employ a sequential computing method, issuing one instruction at a time, with subsequent instructions awaiting the completion of their predecessors.
  • In contrast, NPU harnesses parallel computing to simultaneously execute numerous calculations. This parallel computing approach results in swifter and more efficient processing.
  • NPU is also able to learn based on accumulated data in order to deduce optimal solutions.

 

                              

                                                      Source: Business standard

Consider the following statements:

Statement-I

 Neural Processing Unit (NPU) is a dedicated processor that mimics the human brain for processing data.

Statement-II

It harnesses parallel computing to execute numerous calculations.

Which one of the following is correct in respect of the above statements?

A.Both Statement-I and Statement-II are correct, and Statement-II is the correct explanation for Statement-I.

B.Both Statement-I and Statement-II are correct, and Statement-II is not the correct explanation for Statement-I.

C.Statement-I is correct, but Statement-II is incorrect.

D.Statement-I is incorrect, but Statement-II is correct.

 

Answer A