Rupen Patel
Rupen Patel
@rupenpatel.bsky.social
AI, LLMs, VLMs, AI Agents & Tools, entrepreneur.
The link to the paper.

arxiv.org/pdf/2401.02038
arxiv.org
November 24, 2024 at 9:47 PM
Self-Attention: Think of it as assembling a puzzle, where each piece (word) considers its fit with every other piece, enabling the model to grasp the overall picture.
November 24, 2024 at 9:47 PM
Transformer Architecture: The transformer acts as the artist's toolkit, with its "attention mechanisms" functioning like magnifying glasses, focusing only on the most critical aspects of the data to understand relationships between words across long distances.
November 24, 2024 at 9:46 PM
1. LLMs as Language Sculptors
Imagine sculpting a statue from a block of marble. LLMs are trained using massive datasets, the "marble," to chisel away and reveal linguistic patterns and relationships. Pre-trained models like GPT are the artists—who refine their craft through layers of training.
November 24, 2024 at 9:46 PM