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Large language models (LLMs) offer one of the most interesting opportunities for developing more efficient training methods. A few weeks ago, the NeurIPS 2023 LLM Efficiency Challenge launched to focus on efficient LLM finetuning, and this guide is a short walkthrough explaining how to participate in this competition. This article covers everything you need to know, from setting up the coding environment to making the first submission.