Machine learning best practices: Autotune models to avoid local minimum breakdowns

This is the fifth post in my series of machine learning best practices.  Hyperparameters are the algorithm options one "turns and tunes" when building a learning model.  Hyperparameters cannot be learned using that algorithm. So, these parameters need to be assigned before training of the model.  A lot of manual …