In the image, a group of people is gathered in a sunlit room, likely attending a computer workshop. The attendees are sitting in front of a large screen, where a presentation is being displayed using a projector. The presentation appears to be discussing animation and includes an explanation panel for easy understanding. The people in the room seem to be fully engaged, as they are watching the presentation intently. The overall atmosphere is one of learning and collaboration, with everyone focused on the presentation being shown on the screen. Text transcribed from the image: Background: Attention Mechanism Q K SQKT (Nxd) (Nxd) A Softmax(S) {NXN) V 0 (NxC) (Nxd) H Query Key Typical sequence length N: 1K-8K Head dimension d: 64-256 O=Softmax(QKT)V