One needs to form an experimental design with a ability to detect the challenge, understand the properties and come up with an appropriate computational solutio

One needs to form an experimental design with a ability to detect the challenge, understand the properties and come up with an appropriate computational solution to that challenge. This isn’t just for Machine Learning but for any kind of algorithm you develop.