Practical Data Science using Python - Linear Regression - Feature Scaling and Cost Functions

Practical Data Science using Python - Linear Regression - Feature Scaling and Cost Functions

Assessment

Interactive Video

Computers

10th - 12th Grade

Hard

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The video tutorial covers the importance of feature scaling in data preprocessing, focusing on normalization and standardization techniques. It explains how different scales in data can affect machine learning models, particularly those using gradient descent. The tutorial also discusses data splitting into training and test sets, model training, and the importance of generalization. Finally, it highlights the assumptions of linear regression, emphasizing the need for a linear relationship in the data.

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1.

OPEN ENDED QUESTION

3 mins • 1 pt

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

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