Thanks to the internet and open-source community, there has never been a better time to start building products that leverage AI and Data to create valuable insights for various organizations. In this article, I will share some amazing techniques that will make your Machine Learning Solutions much better. These are techniques that have shown a lot of success in projects, but too many ML practitioners look beyond these and jump straight to expensive Deep Learning Methods. These techniques will reduce your pipeline training costs, help you build more robust Machine Learning Models, and make your mom very proud of you for implementing techniques that don't get the respect they deserve. To start us off, I want to introduce you to Sparsity.