How does machine learning improve data quality?

How does machine learning improve data quality?

Machine learning enhances data quality by identifying patterns, reducing errors, and automating data cleaning processes.

Can you give me an example of how it cleans data?

Sure! For instance, machine learning algorithms can detect and correct inconsistencies in datasets, like duplicate entries.

What types of data quality issues can machine learning address?

It can address issues like missing values, outliers, and incorrect data formats, improving overall data integrity.

Are there specific tools that use machine learning for this?

Yes, tools like Trifacta, Talend, and DataRobot utilize machine learning to enhance data quality and streamline processes.