OCR
This was one of the first times I fell in love with Machine Learning, without knowing that the magic came from Machine Learning methods.
I simply had a `pdf` file with handwritten or scanned text, and desperately wanted to find something within the document without having to do it manually.
I google online for an OCR; upload my file; download it back again, and hey presto ā such magical, accurate results!