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Data processing method, device and apparatus and computer readable storage medium

A technology for data processing and data input, applied in electrical digital data processing, special data processing applications, calculations, etc. The effect of increased workload, computing performance, and low computing cost

Active Publication Date: 2020-01-03
中昊芯英(杭州)科技有限公司
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  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0003] In view of this, the embodiments of the present invention provide a data processing method, device, device, and computer-readable storage medium to solve the problems of large storage space, low fitting operation efficiency, and fitting problems existing in the nonlinear function fitting process. The problem of long calculation time

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  • Data processing method, device and apparatus and computer readable storage medium
  • Data processing method, device and apparatus and computer readable storage medium
  • Data processing method, device and apparatus and computer readable storage medium

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Embodiment Construction

[0051] The following will clearly and completely describe the technical solutions in the embodiments of the present invention with reference to the accompanying drawings in the embodiments of the present invention. Obviously, the described embodiments are only some, not all, embodiments of the present invention. Based on the embodiments of the present invention, all other embodiments obtained by those skilled in the art without creative efforts belong to the protection scope of the present invention.

[0052] It should be noted that when an element is said to be "connected" to another element, or to say that an element is "connected" or "connected" to another or more elements, it may be directly connected to another element or indirectly connected to the other element.

[0053] In addition, the terms "first" and "second" are used for descriptive purposes only, and cannot be interpreted as indicating or implying relative importance or implicitly specifying the quantity of indic...

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Abstract

The invention discloses a data processing method and device and a computer readable storage medium. The method comprises the following steps of setting a plurality of specific intervals for the specific function, and presetting a group of fitting parameters for each specific interval; preprocessing the input data falling out of the specific interval to obtain compensation information and effectivedata falling into the specific interval, determining corresponding fitting parameters according to the specific interval into which the effective data falls, and performing fitting operation according to the sum of the effective data to obtain an approximate fitting result; performing post-processing operation according to the approximate fitting result and the compensation information to obtaina final result corresponding to the input data. According to the invention, the occupation of a storage space in a function fitting operation process can be reduced, the fitting operation efficiency is improved, and the fitting operation time is reduced.

Description

technical field [0001] The present invention relates to the technical field of artificial intelligence, in particular to a data processing method, device, equipment and computer-readable storage medium. Background technique [0002] In the deep learning application scenarios of neural networks, we expect that neural networks can simulate arbitrary functions, but for its basic unit neurons, the output of neurons is always in a linear relationship with the input, and a nonlinear function needs to be introduced to make the transformation become complex in order to make neural networks more expressive. To enable nonlinear functions to be used in neural network deep learning, it is necessary to fit these nonlinear functions. In the existing technology, the fitting of nonlinear functions is mostly carried out by means of general-purpose processors combined with software programming, and the function operation is realized by calling the relevant fitting operation instructions thro...

Claims

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Application Information

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IPC IPC(8): G06F17/11G06F17/15G06F17/17G06N20/00G06N3/04
CPCG06F17/15G06F17/156G06F17/17G06F17/11G06N20/00G06N3/04Y02D10/00
Inventor 郑瀚寻闯小明杨龚轶凡周远航曾昭睿
Owner 中昊芯英(杭州)科技有限公司
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