Glossary of Data Science and Data Analytics

What is Data Cleansing?

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DATA MANAGEMENT

Data cleanup, or data rubbing, is the process of detecting and correcting or removing data or records that are incorrect from a database. It also includes correcting or removing unformatted or duplicate data or records. The data removed in this process is often referred to as “dirty data”. Data cleaning is a necessary process to protect data quality. Large businesses with extensive datasets or assets typically use automated tools and algorithms to detect such records and correct common errors (such as missing zip codes in customer records).

The most powerful big data circles have rigorous data cleanup tools and processes to ensure that data quality is protected and trust in datasets is high for all types of users.

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Discover Glossary of Data Science and Data Analytics

What is AutoML?

Automated machine learning, called AutoML (Automated Machine Learning) in the field of artificial intelligence and machine learning, describes integrated software platforms for the creation, training and optimization of a machine learning model.

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What is Grok — xAI?

Grok is a product of xAI, the artificial intelligence initiative founded under the leadership of Elon Musk, and aims to make complex data analysis more understandable. Adopting the concept of “Explainable AI”, Grok aims to provide a more transparent and traceable artificial intelligence system in the decision-making processes of companies.

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What is Data Quality?

It is difficult to make a clear definition of data quality. The truth is that your data quality is good if the data achieves its purpose of using it. For example, showing the right values on a management board to guide the organization ensures that management is also consistent and the process is managed correctly.

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