I have tons of files laying around, mostly of the manually named in a iffy. Naturally this results in some misspellings. If you want to use the file name as an input for further automated processing, like categorizing of images, this greatly diminishes the value of your collection. Therefore I looked into methods of adaptive correction. I choose an adaptive approach because I do not want to use a prefabricated dictionary, where certain words might be missing or in my case, the use of different languages makes this approach useless. Of course these techniques are not limited to file names but can also be applied to a text.
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