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docs/src/solvers/NonlinearLeastSquaresSolvers.md
@@ -19,6 +19,10 @@ Solves the nonlinear least squares problem defined by `prob` using the algorithm
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handling of sparse matrices via colored automatic differentiation and preconditioned
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linear solvers. Designed for large-scale and numerically-difficult nonlinear least squares
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problems.
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+ - `SimpleNewtonRaphson()`: Newton Raphson implementation that uses Linear Least Squares
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+ solution at every step to compute the descent direction. **WARNING**: This method is not
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+ a robust solver for nonlinear least squares problems. The computed delta step might not
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+ be the correct descent direction!
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## Example usage
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