Log Loss in Machine Learning
Machine learning often involves optimization problems that aim to minimize or maximize a particular function, known as a loss function. Two of the most common loss functions are square loss and log loss. In this note, we'll delve into log loss by exploring a probability-based example and provide the mathematical foundations for understanding it better.