LLM from Scratch: A Comprehensive Guide to Building and Applying Large Language Models

A comprehensive guide to large language models (LLMs). It begins by defining LLMs and their historical evolution, outlining their applications in fields like text generation, translation, and summarization. The guide then dives into the mathematical and theoretical foundations of LLMs, including probability, information theory, and linear algebra. It also explores key components of LLMs like neural networks, sequence models, and attention mechanisms, offering code examples to illustrate concepts.

Видео LLM from Scratch: A Comprehensive Guide to Building and Applying Large Language Models канала Tech Horizon with Anand Vemula