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changyeyu/LLM-RL-Visualized ★ 4845 467 DATA_RESEARCH

This repository is a comprehensive educational resource focused on large language models (LLMs), reinforcement learning (RL), and related training algorithms. It contains over 100 original diagrams (SVG/PNG/PDF) covering topics such as LLM architecture, SFT, DPO, RLHF, PPO, GRPO, policy gradient, and reasoning optimization. The repo also includes a curated index of open-source LLMs and VLMs with links to papers, code, and configs. While not a traditional software application or data pipeline, it serves as a visual knowledge base for researchers and practitioners in AI alignment and model training. The only executable code is a few utility scripts for image processing; the main value lies in the meticulously crafted diagrams that explain complex concepts with clarity. The repo is actively maintained and frequently updated with new content.

RATING: 4.0/10 MAINT: active DRIFT: low
#llm #reinforcement-learning #rlhf #dpo #ppo #grpo #educational-resource #diagrams #algorithm #nlp-machine-learning #vlm #ai #deep-learning #machine-learning #natural-language-processing #transformers
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