Self-Attention Matrix Equations
Explore the self-attention mechanism in more detail to take it to the next level.
The self-attention mechanism plays a crucial role in the architecture of transformer models, enabling them to capture relationships between different elements in a sequence. In this lesson, we’ll study the intricacies of self-attention, starting with a practical example represented by a matrix equation. This example will serve as a foundation for understanding the inner workings of self-attention.
Introduction to the self-attention mechanism
Let's start by examining an example that illustrates the self-attention mechanism using a matrix equation. This will help us understand the internal workings of the process.
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