An Innovative Approach of Design & Implementation of Quantum Machine Learning (QML) using AINN Algorithms

The QML system based on the machine learning promises to be the upcoming technology that has got tremendous applications in solving the complex problems with higher précised accuracy in lesser time. It makes use of AI & NN algorithms for carrying out higher computation in lesser time with the use of modules such as hardware, software & application specific tools that carryout the computation at higher rates, eg, quantum registers, quantum gates, quantum ALU, etc. In the process of designing the algorithms, the author has made the use of different tools to design the quantum machine learning based computing system which has got use in different applications from medical, space, image processing, etc. In this paper, the author has discussed QML (AINN algorithms) whose performance has been compared with the traditional computing machines. The results so obtained from this proposed system provides better accuracy and less computation time in processing the data of the system.

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Published
2024-11-22
DOI
https://doi.org/10.1109/icaccm61117.2024.11059197
Primary Topic
Blockchain Technology in Education and Learning
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article
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An Innovative Approach of Design & Implementation of Quantum Machine Learning (QML) using AINN Algorithms

Rajinder Tiwari, Bhawana Bhawana, Rajan Prasad, Neetu Sharma et al.
Blockchain Technology in Education and Learning
article

An Innovative Approach of Design & Implementation of Quantum Machine Learning (QML) using AINN Algorithms

Rajinder Tiwari, Bhawana Bhawana, Rajan Prasad, Neetu Sharma, Sunil Semwal
article en

Abstract

The QML system based on the machine learning promises to be the upcoming technology that has got tremendous applications in solving the complex problems with higher précised accuracy in lesser time. It makes use of AI & NN algorithms for carrying out higher computation in lesser time with the use of modules such as hardware, software & application specific tools that carryout the computation at higher rates, eg, quantum registers, quantum gates, quantum ALU, etc. In the process of designing the algorithms, the author has made the use of different tools to design the quantum machine learning based computing system which has got use in different applications from medical, space, image processing, etc. In this paper, the author has discussed QML (AINN algorithms) whose performance has been compared with the traditional computing machines. The results so obtained from this proposed system provides better accuracy and less computation time in processing the data of the system.

Chhatrapati Shahu Ji Maharaj University (IN), Graphic Era University (IN)
Industry, innovation and infrastructure
Openalex Percentile: Top 50%
Blockchain Technology in Education and Learning
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