Llm, Gpt 4, Artificial Intelligence, Deep Learning, Mathematics.
structure, provides a geometric framework to understand the effects of L2​ regularization. In this space, the regularization effectively constrains the model parameters to lie within a sphere, promoting smoothness and preventing overfitting. In the context of character-level embeddings, the