Update README.md

README.md

@@ -1,4 +1,4 @@
-# `fsolve_newton`
+# `fsolve_newton` [![View Newton’s Method for Systems of Equations (fsolve_newton) on File Exchange](https://www.mathworks.com/matlabcentral/images/matlab-file-exchange.svg)](https://www.mathworks.com/matlabcentral/fileexchange/104415-newton-s-method-for-systems-of-equations-fsolve_newton)
 
 Solves a system of nonlinear equations using Newton's method.
 
@@ -18,12 +18,12 @@ Solves a system of nonlinear equations using Newton's method.
 `x = fsolve_newton(f,x0,opts)` does the same as the syntax above, but allows for the specification of optional solver parameters. `opts` is a structure that has the following fields:
    - `jacobian` &rightarrow; function handle (defined as a function of `x`) for the Jacobian of `f` (<img src="https://latex.codecogs.com/svg.latex?\inline&space;\mathbf{J}(\mathbf{x})" title="" />)
    - `imax` &rightarrow; maximum number of iterations (defaults to <img src="https://latex.codecogs.com/svg.latex?\inline&space;10^{6}" title="" />)
-   - `return_all` &rightarrow; all intermediate root estimates are returned if set to `true`; otherwise, only the converged root is returned (defaults to `false`)
+   - `return_all` &rightarrow; all intermediate solution estimates are returned if set to `true`; otherwise, only the converged solution is returned (defaults to `false`)
    - `TOL` &rightarrow; tolerance (defaults to <img src="https://latex.codecogs.com/svg.latex?\inline&space;10^{-12}" title="" />)
    - `warnings` &rightarrow; `true` if any warnings should be displayed, `false` if not (defaults to `true`)
 
 
 ## Examples and Additional Documentation
 
    - See "EXAMPLES.mlx" or the "Examples" tab on the File Exchange page for examples. 
-   - See ["Newton_s_Method.pdf"](https://tamaskis.github.io/documentation/Newton_s_Method.pdf) (also included with download) for the technical documentation.
+   - See ["Newton_s_Method.pdf"](https://tamaskis.github.io/documentation/Newton_s_Method.pdf) (also included with download) for the technical documentation.