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Grammar in documentation of GradientDescent() #1061

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2 changes: 1 addition & 1 deletion src/multivariate/solvers/first_order/gradient_descent.jl
Original file line number Diff line number Diff line change
Expand Up @@ -20,7 +20,7 @@ precondprep = (P, x) -> nothing)
Keywords are used to control choice of line search, and preconditioning.

## Description
The `GradientDescent` method a simple gradient descent algorithm, that is the
The `GradientDescent` method is a simple gradient descent algorithm, that is the
search direction is simply the negative gradient at the current iterate, and
then a line search step is used to compute the final step. See Nocedal and
Wright (ch. 2.2, 1999) for an explanation of the approach.
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