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hello welcome my name is vic and today were going to be working on a really exciting machine learning project were going to be predicting whos going to win each football match in the english premier league were going to start out with match data that were going to load into pandas and clean then were going to apply a machine learning model called a random forest to actually predict who will win each match then well measure how well our algorithm did and actually improve the performance and well end with some next steps that you can use to continue improving the model all right lets get started [Music] and by the end of this project well have trained a machine learning model that can predict whether a team will win a given match in the english premier league or not and we can apply that to future matches [Music] all right lets go ahead and start coding so we will be using jupiter lab for this project if youre not familiar with jupiter lab or you dont have it installed feel