Our project outline is simple: we're going to build a chatbot for a fictional storefront that sells ice cream. Side note: While this is simple in nature and somewhat of a fun example, this project outline could be used in many applications. Fusing together visual and conversational abilities into a single platform could help automate a number of different tasks, like automated customer service. To continue with the rest of this tutorial, let's install the Humingbird package with the command: First, we need to start by building an intent recognition system. For those not familiar, intent recognition is the task of predicting what a query "means".