What is normalization and how is it used in different domains?
An example of an AI chatbot conversation about normalization in various fields.
What is normalization and how is it used in different domains?
Normalization is the process of adjusting values in a dataset to a common scale. It's used in various fields like statistics, machine learning, and database management.
Can you give me examples of normalization in machine learning?
Sure! In machine learning, normalization techniques like Min-Max scaling and Z-score normalization are used to ensure that features contribute equally to the model's performance.
How does normalization differ in database management?
In database management, normalization involves organizing data to reduce redundancy and improve data integrity, often through the use of normal forms.
Are there any downsides to normalization?
Yes, while normalization can improve data quality, it may also lead to increased complexity and slower query performance in databases.
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