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In logistic regression, what is the technique used to estimate regression coefficients? Ordinary least squares Maximum likelihood estimation Ridge regression Gradient descent

Question

In logistic regression, what is the technique used to estimate regression coefficients?

Ordinary least squares Maximum likelihood estimation Ridge regression Gradient descent

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Solution

The technique used to estimate regression coefficients in logistic regression is Maximum likelihood estimation.

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How are gradient descent and learning rate used in logistic regression? 1 pointGradient descent takes increasingly bigger steps towards the minimum with each iteration.Gradient descent will minimize learning rate to minimize the cost in fewer iterations.Gradient descent specifies the steps to take in the current slope direction, learning rate is the step length.We want to minimize the cost by maximizing the learning rate value.

The "Regression" technique in Machine Learning is a group of algorithms that are used for:

Logistic regression is a ........... regression technique that is used to model data having a ............ outcome.(1 Point)Linear, binaryLinear, numericNonlinear, binaryNonlinear, numeric

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