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How to Train Large Language Models Like DeepSeek

Semi Learned Lectures 122 3 months ago
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With the ongoing buzz around DeepSeek-R1, and other Reasoning models, folks are looking for a quick, but digestible, explanation how these models get trained. We give a simple explanation of the building blocks of a Large Language Model (LLM). Then we describe the three phases of training that turn LLMs from generators of gibberish to producers of cogent responses. Best heard at 1.25x or 1.5x Speed @semilearned follow-on video: “Why is DeepSeek R1 so Fast and Cheap?”: https://www.youtube.com/watch?v=Z734WC8oeGM Chapters: 00:00 Introduction 00:40 From Randomness to Order 01:44 Supervised Learning and Fine Tuning 04:10 The Magic of Reinforcement Learning 07:35 Summary of How LLMs get Trained

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