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foreign to all of you so we have seen so many encoding techniques like one hot encoding categorical encoding that is to convert the categorical data to the numerical data one hot encoding is their label encoding is their mapping function is their replace function is there so many things are there so uh a new thing we learned today that is binary encoding so binary encoding is also a type of encoding technique that will help us to convert the categorical features into the numerical features okay so what happens in binary encoding first the categories are converted into numbers so if you have category 1 Category 2 and Category 3 so it will assign a number to each category so for example category 1 is given the number one category two is given the number two and Category 3 is given the number three okay so after giving the number these number are converted into binary columns binary codes so for example one will be written as 0 0 1 as we know that binary form of 1 is 0 0 1 then 2