AI Whitepaper – AI-Enabled Data Quality
In this paper, authored by our Head of AI Fiona Browne, we provide an overview of Artificial Intelligence (AI) and Machine Learning (ML) and their application to Data Quality.
We highlight how tools in the Datactics platform can be used for key data preparation tasks including cleansing, feature engineering and dataset labelling for input into ML models.
A real-world application of how ML can be used as an aid to improve consistency around manual processes is presented through an Entity Resolution Use Case.
In this Use Case, we show how using ML reduced manual intervention tasks by 45% and improved data consistency within the process.