Machine Learning Algorithm ! Learning Machine (IT Best Kept Secret Is Optimization)

How easy it is to build a learning machine? Shouldn't one just hire some Machine Learning PhDs and have them run their algorithms? Well, this is most probably a good idea, but it won't be enough. I'll try to explain why in this blog entry. Before answering our questions, let's define what we are dealing with.