Suppose you are running gradient descent to fit a logistic regression model with e E R+1, Which of the following is a reasonable way to make sure the learning rate c is set properly and that gradient descent is running correctly? Plot J(0) as a function of 0 and make sure it is convex. O b. Plot J(8) as a function of 0 and make sure it is decreasing on every iteration. O* Plot /(0) = -E [y®logho(x") + (1 – y®) log (1 – ħø(x"))] a a function of the number of iterations and make sure J(0) is decreasing on every iteration. O d. Plot (8) = (he(x®) – y®)² as a function of the number of iterations (i.e. the horizontal axis is the iteration number) and make sure J(0) is decreasing on every iteration.

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Suppose you are running gradient descent to fit a logistic regression model with 0 E
R+1, Which of the following is a reasonable way to make sure the learning rate c is
set properly and that gradient descent is running correctly?
Plot J(0) as a function of 0 and make sure it is convex.
O b. Plot J(8) as a function of 0 and make sure it is decreasing on every iteration.
O* Plot /(0) = -E [y®logho(x") + (1 – y®) log (1 – ħø(x"))] a a
function of the number of iterations and make sure J(0) is decreasing on every
iteration.
O d.
Plot J(8) =E(h,(x®) – y®)² as a function of the number of iterations (i.e.
the horizontal axis is the iteration number) and make sure J(8) is decreasing on
every iteration.
Transcribed Image Text:Suppose you are running gradient descent to fit a logistic regression model with 0 E R+1, Which of the following is a reasonable way to make sure the learning rate c is set properly and that gradient descent is running correctly? Plot J(0) as a function of 0 and make sure it is convex. O b. Plot J(8) as a function of 0 and make sure it is decreasing on every iteration. O* Plot /(0) = -E [y®logho(x") + (1 – y®) log (1 – ħø(x"))] a a function of the number of iterations and make sure J(0) is decreasing on every iteration. O d. Plot J(8) =E(h,(x®) – y®)² as a function of the number of iterations (i.e. the horizontal axis is the iteration number) and make sure J(8) is decreasing on every iteration.
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