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hi and welcome to the video today were going to have a look at all of the different ization methods or a few of them at least in hugging face transformers now im sure a few of you are asking ization is pretty straightforward and i believe this as well so why are there so many ization methods so on the screen right now you can see we have these five different methods now in reality each of these actually does do something different but all of them are simply to produce ids now for those of you that are new to ization and maybe transformers well just quickly have a look at the very basics of a izer or the very basics for understanding what each of these methods actually does so ization in sure is this the process of going from what we have up here which is our original human readable text so hello world were going also have this exclamation mark at the end there converting that original text into what we call s now s can be well they can be a few different things in this case what w