How to Prepare Your Dataset for Machine Learning and Analysis

The bedrock of all machine learning models and data analyses is the right dataset. After all, as the well known adage goes: "Garbage in, garbage out"! However, how do you prepare datasets for machine learning and analysis? How can you trust that your data will lead to robust conclusions and accurate predictions? The first consideration when preparing data is the kind of problem you're trying to solve.