Which is the best method to understand the appropriate machine learning model to use?

1. Why are new machine learning models being created now and then?
2. How can a person know the best model to invest in stock trading?
3. Which is the best method to understand the appropriate machine learning model to use?

Please provide an analysis on the above research questions and attached is the reference documents (to what sections needs to add to the documents).

Thank you in advance,