Introduction to Machine Learning Design Patterns

While building any ML based system/pipeline, there is a common set of challenges that we face mostly everyday. Which approach we should follow to resolve these problems? The idea of design patterns revolves around to have a certain set of approaches to resolve these challenges. A design pattern is basically a piece of advice (it's not a rule) on how to cater a problem that occurs on a daily basis in ML environments. It can be taken as a general solution which may require certain tweaks to finally fit to your problem statement.