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hello all and welcome to my youtube channel so today in this particular video were gonna be seeing how we can extract word and headings from the given sentence and even how we can extract the sentence and embeddings for the given sentences so this all things were going to be doing with the help of an example of bird but you can also extend it to g52 or excel net or any other kind of first of all models and you can extract the embeddings from it so today i am doing it with the birth model you can experiment it with using the excel net or gpu to any other state of art model which you would like to expand or experiment on it so let us start the video and start the libraries so lets this pip uh simple transformer library so im gonna be using this simple transform library for the generation of or for all kind of nlp tasks so let us solve it and well see how we can extract the water mix from the sentence so once the solution of this library is done we have to restart th