Keeping scalability with quality in mind, it is always a good option to gradually move to automation so that we reduce the testing time and ship an effective product with minimum defects. Every organization has realized significant business benefits from intelligent automation including revenue generation, speed of execution, accuracy, compliance, and cost savings.

Machine Learning has proven to be a great advantage over the simple rule-based system. However, it comes with its own set of complexities such as training model, its size, computation, etc. As a result, it becomes challenging to use machine learning for mobile applications, where users expect a quick response. 

When designing an Android Application, one of the important things to remember is the download size of your application. Huge download sizes discourage the users to download and install the application. The factor of size restriction becomes worse if you are designing a library, as developers will not want to bloat their application because of the size of your library.