If you would like to immerge in A* algorithm (A-star), this page is has a wonderful visual approach:
And this is worth checking out as well:
Very easy way to understand A-star path finding algorithm with Manhattan, Chebyshev and Euclidean distance.
(All those you can try out with the Javascript version.)
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