How to Optimize Your Machine Learning Model

A good model that nobody uses is worth nothing. Invest in UX writing and use your user's language to make your smart feature sounds familiar to them. Invest in a healthy routine. You will refine your model faster. And last, optimization. Any machine learning project will ask you one thing: What do you want to optimize for? Do you just want as many bookings as possible? Well, there's a simple version to this. And you probably don't need machine learning. But in our case, we want to optimize the total of revenue over time. So our optimization function is to maximize the booking probability times price.