Is it possible for machines to feel emotions? As we know for now, machines have no emotion. But if we humans teach them, will they be able to learn? (A)I FEEL is a project dedicated to find answers to our questions by creating a teaching & learning process between humans and a machine. To teach the machine, it asks each user to draw a picture which represents a specific emotion. The picture will be recognized then memorized as one of representatives of the emotion. Then, to demonstrate what the machine has learned, the user can draw pictures to portray his/her emotion at the moment. The machine will interpret user’s emotion and colors the picture accordingly. The whole process will be visualized as an interactive installation which encourages people to participate in the project.