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    The diagram below showcases the effect of bias and variance on model outputs.

    Model parameters are modified during training to keep bias and variance as minimal as possible.

    2 What is Clustering?

    Ans.: Clustering is an unsupervised learning technique wherein data points are grouped or clustered as per their features. The process allows the classification and categorizing of data points into specific groups. The points, clustered into specific groups, have similarities in their features and properties & are distinct from the ones in other clusters.

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    1. What is linear regression in machine learning?

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    The equation for linear regression is the equation of a straight line à y = a + bx

    Where x is the independent or predictor variable, y is the predicted or dependent variable, and a & b define the slope & intercept of the line and are the model parameters.

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