One of the most important steps in any machine learning project is the gathering, preparation, and cleaning of the data. Data is the backbone to your project and by spending the time and resources on this initial step you'll be better positioned for success.
This is a companion discussion topic for the original entry at https://blog.toadworld.com/how-to-prepare-data-for-machine-learning