• Dec 10, 2025 introduction to machine learning by ethem alpaydin lways necessary to derive algorithms from scratch, having a grasp of the underlying mathematics helps in troubleshooting and improving models. Beware of bias and ethics: Data can embed societal biases, and m BY Mafalda Maggio