Below is a concise, structured outline and content plan you can turn into a detailed PDF report. It covers theory, architecture, data, training, evaluation, deployment, costs, safety, and appendices with code snippets and references—suitable for a technical audience (researchers/engineers). Use this as a template to expand into a full PDF; I’ll provide the first ~12 pages of full text below the outline to get you started.
To build a Large Language Model (LLM) from scratch, you must follow a structured process that moves from raw data to a functional, instruction-following chatbot. Recommended Guide (PDF & Book) The most comprehensive resource is " Build a Large Language Model (from Scratch) build a large language model %28from scratch%29 pdf
Fine-tuning to Follow Instructions: Training the model to respond to conversational prompts, effectively creating a chatbot. Practical Resources 100‑Page Deep Report: Building a Large Language Model