BUILDING LLMS

Everything You Need to Know to Build a Large Language Model (LLM) from Scratch: Architecture, Tokenization, Training & Deployment

What Are LLMs? LLMs are machine learning models trained on vast amounts of text data. They use transformer architectures, a neural network design introduced in the paper “Attention Is All You Need”. Transformers excel at capturing context and relationships within data, making them ideal for natural language tasks. 1. Architectural Types of Language Models (Expanded with…

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foundations of llms

Foundations of Large Language Models: Understand How LLMs Like GPT Work

Large language models originated from natural language processing, but they have undoubtedlybecome one of the most revolutionary technological advancements in the field of artificial intelligence in recent years. An important insight brought by large language models is that knowledgeof the world and languages can be acquired through large-scale language modeling tasks, andin this way, we…

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