(DAY-1) Context Window and memory architecture скачать в хорошем качестве

(DAY-1) Context Window and memory architecture

Context Windows and Memory Architectures: Large Language Models (LLMs), focusing on how they process vast amounts of data through context windows and memory architectures. The texts detail advanced methods for managing long-form inputs, such as Byte-Pair Encoding for tokenization and Retrieval-Augmented Generation (RAG) for focused data fetching. Innovative techniques like LongRoPE and Multi-Head Latent Attention are highlighted as ways to extend model capacity while maintaining computational efficiency. Security concerns, including context window overflow and prompt injections, are addressed alongside performance benchmarks like the Needle in a Haystack test.