fine_tuning_tutorial.ipynb文件解读——利用fine-tuning方法调优2B的Gemma模型实现英法翻译任务 主要步骤 >> 准备数据集:使用公开可得的MTNT英法翻译数据集。为数据增加语言标记前缀和后缀,使用字符分词模型对数据进行分词。 >> 构建数据加载器:封装数据预处理和批量化处理的类,生成训练和验证数据集。 >> 加载模型:...
https://www.datacamp.com/tutorial/fine-tuning-large-language-models Fine-tuning Large Language Models (LLMs) has revolutionized Natural Language Processing (NLP), offering unprecedented capabilities in tasks like language translation, sentiment analysis, and text generation. This transformative approach lev...
Fine-tuning LLMs leverages the vast knowledge acquired by LLMs and tailors it towards specialized tasks. Imagine an LLM pre-trained on a massive corpus of text.
文档链接:https://github.com/InternLM/Tutorial/blob/camp2/xtuner/personal_assistant_document.md 微调基础知识 大模型微调(Fine-tuning)是指在已经预训练好的大型语言模型基础上,使用特定的数据集进一步的训练,以使模型适应特定任务或领域。其根本原理在于,机器学习模型只能代表它所接收到的数据集的逻辑和理解,而对...
1.1 微调技术(finetuning)的背景与高效微调(PEFT) 在上一篇笔记的末尾笔者简单讨论了语言模型的finetuning的背景。在此再做一个简单的回顾。语言模型的本质是根据已有的词汇预测下一个词,而使用者希望语言模型能够根据使用者给出的指令给出准确的回复,这中间天然存在一道间隙,也就是,模型只是在“补全句子”,而并非在...
I would adapt the fine-tuning process from the AutoTrain example, which we can findhere. To start the process, we put the data we would use to fine-tune in the folder called data. Image by Author For this tutorial, I try to sample only 100 row data so our training process can be ...
13. Finetuning OpenAI GPT3.5 Turbo How to finetune GPT 3.5 on your own data 14. Finetuning Mistral-7b FineTuning Model using Autotrain-advanced How to finetune Mistral-7b using autotrained-advanced 15. RAG LangChain Tutorial How to Use RAG using LangChain 16. Knowledge Graph LLM with...
colabs/fine_tuning_tutorial.ipynb 包含一个简单的教程,介绍了如何对Gemma进行微调,例如将英语翻译成法语。 colabs/gsm8k_eval.ipynb 是一个带有参考GSM8K评估实现的Colab。 要运行这些笔记本,您需要下载权重和标记器的本地副本(参见上文),并将ckpt_path和vocab_path变量更新为相应的路径。
Azure AI Studio Fine-tuning The Berkeley team (aka.ms/raft-repo) to fine-tune Meta Llama 2 for their RAFT paper using MaaS (Model as a Service) in Azure AI Studio. MS Learnhas a tutorial explaining how toFine-tune a Llama 2 model in Azure AI Studio. ...
《生成式AI微调LLM速成课|Generative AI Fine Tuning LLM Models Crash Course》中英字幕 02:36:50 谷歌《AI基础知识(LLM、ChatGPT、Stable diffusion等)|Google AI Essentials》中英字幕 中英软字幕《从零开始用Python搭建LLM|Create a LLM from Scratch with Python – Tutorial》 05:43:42 谷歌《提示词基础...