What Is Machine Learning? (IT Best Kept Secret Is Optimization)

Can you explain me what machine learning is? I often get this question from colleagues and customers, and answering it is tricky. What is tricky is to give the intuition behind what machine learning is really useful for. I'll review common answers and give you my preferred one. The first category of answer to the question is what IBM calls cognitive computing.