Data Validation using Sentence Transformers

Akshay Mahale, Amol S Deshmukh, Rahul Mahajan, Arun Vidyadharan, Vijeth S Hegde, Koushik Vijayaraghavan
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Abstract

Focusing on the various data quality factors and fulfilling the accuracy requirements is an important step in the implementation of businesses that use data in their decision-making process. The use of inaccurate data by companies can lead to insignificant decisions and judgments that result in higher costs and time consumption. This study talks about how to validate the migrated data by comparing the source and target data in an automated way. The proposed research describes the solution and explain how Artificial Intelligence/ Machine Learning (AI/ML) techniques are implemented using the Sentence Transformer approach to accelerate the data validation process.
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使用句子转换器进行数据验证
关注各种数据质量因素并满足准确性要求是在决策过程中使用数据的业务实现的重要步骤。公司使用不准确的数据可能会导致无关紧要的决策和判断,从而导致更高的成本和时间消耗。本研究讨论了如何通过自动比较源数据和目标数据来验证迁移的数据。提出的研究描述了解决方案,并解释了如何使用句子转换器方法实现人工智能/机器学习(AI/ML)技术来加速数据验证过程。
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