Intuition Behind Mamba And State Space Models Enhancing Llms

Mamba is an exciting LLM architecture that, when used with Transformers, might introduce new capabilities we haven’t seen before. This video will guide you through the intuitions behind these techniques in an accessible manner. . . Timeline. 0:00 Introduction. 0:36 Overview. 1:33 The Disadvantage of Transformers. 2:47 States, State Spaces, and State Representations. 4:27 State Space Models. 7:43 Data Flow in an SSM. 9:35 Continuous to a Discrete Signal. 11:11 The Recurrent Representation. 12:51 The Convolutional Representation. 13:48 The Three Representations. 15:04 The Importance of the A Matrix. 16:29 Mamba. 23:40 Outro. . Support to my newsletter for more visual guides:. ✉️ Newsletter https://newsletter.maartengrootendorst.com/. . I wrote a book!. 📚 Hands-On Large Language Models https://llm-book.com/. . #datascience #machinelearning #ai #llm