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2 changes: 1 addition & 1 deletion lectures/short_path.md
Original file line number Diff line number Diff line change
Expand Up @@ -142,7 +142,7 @@ implement it.

### The algorithm

The standard algorithm for finding $J$ is to start an initial guess and then iterate.
The standard algorithm for finding $J$ is to start with an initial guess and then iterate.

This is a standard approach to solving nonlinear equations, often called
the method of **successive approximations**.
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