Why are Machine Learning Projects so Hard to Manage?

I’ve watched lots of companies attempt to deploy machine learning — some succeed wildly and some fail spectacularly. One constant is that machine learning teams have a hard time setting goals and setting expectations. Why is this?

Couldn't be more dead-on. He not only describes the challenges, he also provides useful antidotes at the end of the post.