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hey guys in this video we are going to find you bird to classify toxic comments and to do that we are going to use the transformers library by having face the version 4.0 which is has been newly released and we are going to use the pytorch whitening library to fine-tune the model and the end result will be a model that can do something like this so if you have this comment and call a function classify comment and pass in the route text to it this will basically output a set of tags that classify this comment as toxic and a threat so lets get started the transformers library by cooking face just hit version 4.0 a couple of days ago so i thought it is a great time to have a look at it once again and the library is better than ever and its easier to use it to fine tune some of your favorite hopefully transformers models as you can see the library contains a lot of implementations something like albert bart which is of course created by facebook and its a really interesting version of