AotoLabel: Label, clean and enrich text datasets with LLMs. LabelLLM: The Open-Source Data Annotation Platform. data-juicer: A one-stop data processing system to make data higher-quality, juicier, and more digestible for LLMs! OmniParser: a native Golang ETL streaming parser and transform ...
《Generative AI Handbook: A Roadmap for Learning Resources》 《Understanding Deep Learning》 课程 斯坦福 CS224N: Natural Language Processing with Deep Learning 吴恩达: Generative AI for Everyone 吴恩达: LLM series of courses ACL 2023 Tutorial: Retrieval-based Language Models and Applications llm-course...
【Awesome-Multimodal-LLM:多模态LLM相关资源列表】’Awesome-Multimodal-LLM - Awesome_Multimodel is a curated GitHub repository that provides a comprehensive collection of resources for Multimodal Large Language Models (MLLM)' Shrikant Koltur GitHub: github.com/Atomic-man007/Awesome_Multimodel_LLM #开源...
大型语言模型(LLM)的发展取得了显著进展,而数据集在这一进程中扮演着关键角色。 然而,对于LLM数据集缺乏全面概述和彻底分析,需要填补这一空白。 方法 本调查从五个角度整理和分类了LLM数据集的基本方面:(1)预训练语料库;(2)指令微调数据集;(3)偏好数据集;(4)评估数据集;(5)传统自然语言处理(NLP)数据集。 对...
Awesome-Chinese-LLM 是整理开源的中文大语言模型,主要包括规模较小、可私有化部署、训练成本较低的模型,涵盖底座模型、垂直领域微调及应用、数据集与教程等。 包含各种规模的中文大语言模型 可私有化部署 低训练成本 收集中文LLM相关的开源模型、应用、数据集及教程 ...
RLHF 成功将 LLM 内部蕴含的知识激发出来,高效地促进人工智能和人类偏好之间的同步与协调。 具体来说,RLHF 可能的优势有如下三点: 建立优化范式:为无法显式定义奖励函数的决策任务,建立新的优化范式。对于需要人类偏好指引的机器学习任务,探索出一条可行且较高效的交互式训练学习方案。 省数据(Data-Efficient):相对...
Okay, okay - that might not be particularly helpful when you're first starting out. In this section, we've listed some learning resources, in rough order from least to greatest commitment - Tutorials, Massively Open Online Courses (MOOCs), Intensive Programs, and Colleges....
Resources License Applications See also Rust - Production organizations running Rust in production. alacritty - A cross-platform, GPU enhanced terminal emulator Arti - An implementation of Tor. (So far, it's a not-very-complete client. But watch this space!) asm-cli-rust - An interactive as...
Resources License Applications See also Rust - Production organizations running Rust in production. alacritty - A cross-platform, GPU enhanced terminal emulator Arti - An implementation of Tor. (So far, it's a not-very-complete client. But watch this space!) asm-cli-rust - An interactive as...
Understanding what’s happening behind large language models (LLMs) is essential in today’s machine learning landscape. These models shape everything from search engines to customer service, and knowing their basics can unlock a world of opportunities. This is why we are going to break down som...