Data Science and Machine Learning (Theory and Projects) A to Z - Data Preparation and Preprocessing: Data Standardizatio

Data Science and Machine Learning (Theory and Projects) A to Z - Data Preparation and Preprocessing: Data Standardizatio

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Information Technology (IT), Architecture, Social Studies

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The video tutorial discusses the importance of data standardization in machine learning, explaining how it helps algorithms converge faster and maintain numerical stability. It covers feature scaling and centering, demonstrating the use of the Standard Scaler in Python. The tutorial also highlights the importance of applying the same transformations to both training and test data, and advises against scaling target labels. The video concludes with a brief overview of other preprocessing steps and a preview of the next topic on machine learning models.

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OPEN ENDED QUESTION

3 mins • 1 pt

What new insight or understanding did you gain from this video?

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