No, this is unlikely.
A genetic algorithm is used, for example. to find the local / global maximum / minimum of some function. In the case of the md5 hash, if you change the value for which you calculate the md5 hash, the md5 hash is completely changed, so narrowing the range of input values โโis completely inefficient. The MD5 algorithm was designed for a hash of the generated value if the input data changes in any way. The only way to find the correct value is when you apply the mutation, but this leads to checking random input values โโto see if they generate the given hash (which, as oxilumin said, is just a brute force attack).
You can learn more about finding the value that created the particular md5 hash here (rainbow tables) .
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