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Part 1 (2019)
1602

I was able to use the fast.ai libraries to build a language model that helped me do two things:

  1. Predict operational failures before the operation actually fails by learning the trends followed by the “pass” usecases and “fail” usecases.

  2. I was able to generate artificial log files by building language models for just the pass usecase and just the fail usecase and then do a <langugage_model>.predict(,n_words=x).

Here is a Medium blog that I just wrote up with the code snippets that I could share (there are some pieces which I could not share as the data has some work specific information :frowning: )

Thank you fast.ai for being awesome! :slight_smile:

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