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weamp;#39;ll start with a quick overview of binary cross entropy loss formula then weamp;#39;ll compute bce loss the visual way finally weamp;#39;ll go from the visuals back to the formula this is the typical binary cross entropy loss formula youamp;#39;ll find in books and tutorials it has two components one for the negative class and one for the positive class we can split the summation in two parts one for each class notice that each summation is using the points corresponding to its respective class only first letamp;#39;s focus on the negative or red class its label is zero so this term is always going to be one moreover for every red point the right hand side of equation is going to be zero now letamp;#39;s turn our attention to the positive or green class its label is one for every green point this term is always going to be one also this time it is the left-hand side of the equation that is going to be zero if we add up both sides for negative and positive classes
