As we know there is no specific way to find out the exact algorithm to use, but I will train different algorithms based on the problem like is it Classification or Regression. After training different algorithms, I'll evaluate them on different matrices and then select the on which perform well. If needed, I will use the ensemble method to make the performance even better.