Humans are emotional creatures. Multiple modalities are often involved when we express emotions, whether we do so explicitly (such as through facial expression and speech) or implicitly (e.g., via text or images). Enabling machines to have emotional intelligence, i.e., recognizing, interpreting, processing, and simulating emotions, is becoming increasingly important. In this tutorial, we discuss several key aspects of multimodal emotion recognition (MER).