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# A Visual Guide to Mamba (An "Alternative" Chapter 3)
Instead of extending Chapter 3, let's "replace" it! Or more accurately, let's provide an alternative.
A Visual Guide to Mamba and State Space Models provides an exciting alternative to the transformer architecture discussed in Chapter 3. While the chapter focuses on decoder-based transformer models, this blog introduces readers to a fundamentally different approach to sequence modeling.
By exploring this alternative architecture, the blog complements Chapter 3 by showing you there is more to this field than transformers. Exciting hybrid architectures even start combining Transformer- and Mamba blocks.
