2 Star 1 Fork 0

GitCode2023 / TheRoadtoAI

加入 Gitee
与超过 1200万 开发者一起发现、参与优秀开源项目,私有仓库也完全免费 :)
免费加入
克隆/下载
贡献代码
同步代码
Loading...
README
Apache-2.0

VCG211320113926.jpg

AI学习之路

提供一个全面而系统、易于掌握的人工智能学习路径,旨在帮助你从基础知识到实际应用,全面掌握AI的各个方面。更关键的是,我们希望能激发到你思考,如何利用人工智能来增强个人能力,探索“我如何通过 AI 变得更强”的答案。

入门文章 ❤️❤️❤️❤️❤️

《ChatGPT在做什么,为什么它能够成功?》
《解析 Tansformer 模型—理解 GPT-3、BERT 和 T5 背后的模型》
《如何写出高质量的 Prompt?》

通识

《2023:AI 的一年》
《全球 100 位 AI 领军人物 —《时代周刊》》
《对不久的未来的一些展望》 摘要:VSCode 核心开发吕鹏写的《对不久的未来的一些展望》值得看看 ,主要提了几点:

  1. 可用的本地小模型将成为智能设备不可缺的核心组件
  2. GPT 3.5/4 能力的模型使用”成本”会急剧下降
  3. 混沌的就业/工作机会

《Elon Musk(埃隆·马斯克):被误解的领袖》
《2024 年初的大语言模型编程实践》 摘要:这篇文章值得看看,像 Redis作者 Antirez 这样的顶级程序员都在借助大语言模型写程序! Antirez 使用 ChatGPT 这样的语言辅助编程的做法很典型:

  1. 对于不熟悉的语言或者类库,避免了查询文档,直接让 GPT 给出解释或者生成代码
  2. 写临时代码,对于一些一次性代码,就不用费心费力去自己写,让 LLM 帮忙生成,质量还不错 当然 Antirez 也发现了一些局限:
  • 对于复杂的代码,比如写个布隆过滤器,目前质量还不够好!
  • 上下文长度不够 Antirez 的建议:
  • 现今程序员没理由不去使用 LLM 辅助编程
  • 正确地向大模型提问是一项关键技能,学会向 LLM 提问也有利于提升程序员的沟通能力
  • 把 LLM 当做一种压缩文档(不能完全替代文档,毕竟有幻觉)来使用

《技术写作手册 - thoughtworks》 摘要:thoughtworks 出品的技术写作手册

人工智能技术文章

RAG 检索增强生成技术

🌟《面向大语言模型的检索增强生成技术:调查》 摘要:在这篇调查中,我们关注的是面向大语言模型的检索增强生成技术。这项技术通过结合检索机制,增强了大语言模型在处理复杂查询和生成更准确信息方面的能力。我们从同济大学和复旦大学的相关研究团队出发,综合分析了该领域的最新进展和未来趋势。 👆建议每位做大模型应用的同学都读下
《构建高级 RAG 的指南和技巧》 摘要:我们发布了一个综合图表,概述了高级 RAG 的所有不同组件、它们解决的痛点以及 LlamaIndex 资源的链接。以下是激发高级 RAG 的一些核心概念: 💡 RAG 的成功指标是:检索良好,生成良好。 💡 改进检索的方法:块大小、结构化知识、滑动窗口、知识图谱、集成检索等 💡 一代人必须能够在以下方面有效地使用文档:压缩、重新排名等 💡 交错生成和检索以更好地理解查询 无论您是第一次开始使用法学硕士,还是经验丰富的 RAG 资深人士,这里都有适合每个人的东西 🔥 CleanShot 2024-01-06 at 14.15.43.png
《高级 RAG 技术:图解概览》 摘要:本文全面研究了高级检索增强式生成技术 (RAG) 及其算法,系统地整理了各种方法。文章中还包含了我知识库中与提到的各种实现和研究相关的链接集。

AI Agents

《什么是AI Agents?深入了解未来的 AI 界面》
《基于大语言模型的AI Agents—Part 1》
《基于大语言模型的AI Agents—Part 2》
《基于大语言模型的AI Agents—Part 3》
《LLM 驱动的自主 Agents》
《Voyager:「我的世界」中的 Agent》

大模型

🍑《Ferret:具备精确空间理解能力的多模态大模型》 摘要:由苹果和哥伦比亚大学研究团队推出的最新多模态大模型 Ferret,能轻松找到图中所有交通信号灯,还准确圈出了具体位置,表现更是直接超越 GPT-4V。 引用(referring)和定位(grounding)是空间理解能力的基本体现。其中引用是让模型知道某一个位置上是什么,定位则可以让模型知道目标在哪。Ferret 的关键就是将引用和定位两种能力结合,并注入到多模态大模型中,使模型能够同时理解给定区域的语义和找到对应目标。 为了引用任意局部区域,研究者提出了一种新型的混合区域表示方法,能将离散坐标和连续特征联合起来表示图像中的区域。同时,他们还收集了一个1.1M大小的引用定位数据集,涵盖了物体类别,物体之间的关系,特定区域描述以及 ChatGPT 生成的复杂空间推理等。 此外,研究者还提出了 Ferret-Bench用来评估图像局部区域的引用/定位、语义、知识和推理能力。在传统任务和 Ferret-Bench上,Ferret 模型都表现优越。
《GPT-4V(视觉版) 系统卡片》 摘要:OpenAI在发布GPT-4V的时候,有一篇论文:《GPT-4V(ision) System Card》,对于GPT-4V的能力有详尽的介绍。
《大语言模型在自主化学研究中的应用》
《GPTs》 摘要:一个 GPTs 的 Prompt 公开列表
🍋《Prompt-Engineering-Guide》 摘要:支持不同模型的 Prompt 指南,全球超过 250 万学习者

  • 添加了 Gemini、Mistral 7B 和 Phi-2 的全面提示指南
  • 提示链接技术的新指南
  • 函数调用的新指南
  • 用于 RAG、函数调用和其他提示技术入门的 Python 笔记本
  • 宣布设立一个新部分来记录和发现新的 LLM 研究成果;这是一项正在进行的工作,但将在未来几周内大幅增长
Apache License Version 2.0, January 2004 http://www.apache.org/licenses/ TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION 1. Definitions. "License" shall mean the terms and conditions for use, reproduction, and distribution as defined by Sections 1 through 9 of this document. "Licensor" shall mean the copyright owner or entity authorized by the copyright owner that is granting the License. "Legal Entity" shall mean the union of the acting entity and all other entities that control, are controlled by, or are under common control with that entity. For the purposes of this definition, "control" means (i) the power, direct or indirect, to cause the direction or management of such entity, whether by contract or otherwise, or (ii) ownership of fifty percent (50%) or more of the outstanding shares, or (iii) beneficial ownership of such entity. "You" (or "Your") shall mean an individual or Legal Entity exercising permissions granted by this License. "Source" form shall mean the preferred form for making modifications, including but not limited to software source code, documentation source, and configuration files. "Object" form shall mean any form resulting from mechanical transformation or translation of a Source form, including but not limited to compiled object code, generated documentation, and conversions to other media types. "Work" shall mean the work of authorship, whether in Source or Object form, made available under the License, as indicated by a copyright notice that is included in or attached to the work (an example is provided in the Appendix below). "Derivative Works" shall mean any work, whether in Source or Object form, that is based on (or derived from) the Work and for which the editorial revisions, annotations, elaborations, or other modifications represent, as a whole, an original work of authorship. For the purposes of this License, Derivative Works shall not include works that remain separable from, or merely link (or bind by name) to the interfaces of, the Work and Derivative Works thereof. "Contribution" shall mean any work of authorship, including the original version of the Work and any modifications or additions to that Work or Derivative Works thereof, that is intentionally submitted to Licensor for inclusion in the Work by the copyright owner or by an individual or Legal Entity authorized to submit on behalf of the copyright owner. For the purposes of this definition, "submitted" means any form of electronic, verbal, or written communication sent to the Licensor or its representatives, including but not limited to communication on electronic mailing lists, source code control systems, and issue tracking systems that are managed by, or on behalf of, the Licensor for the purpose of discussing and improving the Work, but excluding communication that is conspicuously marked or otherwise designated in writing by the copyright owner as "Not a Contribution." "Contributor" shall mean Licensor and any individual or Legal Entity on behalf of whom a Contribution has been received by Licensor and subsequently incorporated within the Work. 2. Grant of Copyright License. Subject to the terms and conditions of this License, each Contributor hereby grants to You a perpetual, worldwide, non-exclusive, no-charge, royalty-free, irrevocable copyright license to reproduce, prepare Derivative Works of, publicly display, publicly perform, sublicense, and distribute the Work and such Derivative Works in Source or Object form. 3. Grant of Patent License. Subject to the terms and conditions of this License, each Contributor hereby grants to You a perpetual, worldwide, non-exclusive, no-charge, royalty-free, irrevocable (except as stated in this section) patent license to make, have made, use, offer to sell, sell, import, and otherwise transfer the Work, where such license applies only to those patent claims licensable by such Contributor that are necessarily infringed by their Contribution(s) alone or by combination of their Contribution(s) with the Work to which such Contribution(s) was submitted. If You institute patent litigation against any entity (including a cross-claim or counterclaim in a lawsuit) alleging that the Work or a Contribution incorporated within the Work constitutes direct or contributory patent infringement, then any patent licenses granted to You under this License for that Work shall terminate as of the date such litigation is filed. 4. Redistribution. You may reproduce and distribute copies of the Work or Derivative Works thereof in any medium, with or without modifications, and in Source or Object form, provided that You meet the following conditions: (a) You must give any other recipients of the Work or Derivative Works a copy of this License; and (b) You must cause any modified files to carry prominent notices stating that You changed the files; and (c) You must retain, in the Source form of any Derivative Works that You distribute, all copyright, patent, trademark, and attribution notices from the Source form of the Work, excluding those notices that do not pertain to any part of the Derivative Works; and (d) If the Work includes a "NOTICE" text file as part of its distribution, then any Derivative Works that You distribute must include a readable copy of the attribution notices contained within such NOTICE file, excluding those notices that do not pertain to any part of the Derivative Works, in at least one of the following places: within a NOTICE text file distributed as part of the Derivative Works; within the Source form or documentation, if provided along with the Derivative Works; or, within a display generated by the Derivative Works, if and wherever such third-party notices normally appear. The contents of the NOTICE file are for informational purposes only and do not modify the License. You may add Your own attribution notices within Derivative Works that You distribute, alongside or as an addendum to the NOTICE text from the Work, provided that such additional attribution notices cannot be construed as modifying the License. You may add Your own copyright statement to Your modifications and may provide additional or different license terms and conditions for use, reproduction, or distribution of Your modifications, or for any such Derivative Works as a whole, provided Your use, reproduction, and distribution of the Work otherwise complies with the conditions stated in this License. 5. Submission of Contributions. Unless You explicitly state otherwise, any Contribution intentionally submitted for inclusion in the Work by You to the Licensor shall be under the terms and conditions of this License, without any additional terms or conditions. Notwithstanding the above, nothing herein shall supersede or modify the terms of any separate license agreement you may have executed with Licensor regarding such Contributions. 6. Trademarks. This License does not grant permission to use the trade names, trademarks, service marks, or product names of the Licensor, except as required for reasonable and customary use in describing the origin of the Work and reproducing the content of the NOTICE file. 7. Disclaimer of Warranty. Unless required by applicable law or agreed to in writing, Licensor provides the Work (and each Contributor provides its Contributions) on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied, including, without limitation, any warranties or conditions of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A PARTICULAR PURPOSE. You are solely responsible for determining the appropriateness of using or redistributing the Work and assume any risks associated with Your exercise of permissions under this License. 8. Limitation of Liability. In no event and under no legal theory, whether in tort (including negligence), contract, or otherwise, unless required by applicable law (such as deliberate and grossly negligent acts) or agreed to in writing, shall any Contributor be liable to You for damages, including any direct, indirect, special, incidental, or consequential damages of any character arising as a result of this License or out of the use or inability to use the Work (including but not limited to damages for loss of goodwill, work stoppage, computer failure or malfunction, or any and all other commercial damages or losses), even if such Contributor has been advised of the possibility of such damages. 9. Accepting Warranty or Additional Liability. While redistributing the Work or Derivative Works thereof, You may choose to offer, and charge a fee for, acceptance of support, warranty, indemnity, or other liability obligations and/or rights consistent with this License. However, in accepting such obligations, You may act only on Your own behalf and on Your sole responsibility, not on behalf of any other Contributor, and only if You agree to indemnify, defend, and hold each Contributor harmless for any liability incurred by, or claims asserted against, such Contributor by reason of your accepting any such warranty or additional liability. END OF TERMS AND CONDITIONS APPENDIX: How to apply the Apache License to your work. To apply the Apache License to your work, attach the following boilerplate notice, with the fields enclosed by brackets "{}" replaced with your own identifying information. (Don't include the brackets!) The text should be enclosed in the appropriate comment syntax for the file format. We also recommend that a file or class name and description of purpose be included on the same "printed page" as the copyright notice for easier identification within third-party archives. Copyright {yyyy} {name of copyright owner} Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License.

简介

AI学习之路 展开 收起
Apache-2.0
取消

发行版

暂无发行版

贡献者

全部

近期动态

加载更多
不能加载更多了
1
https://gitee.com/gitcode_admin/the-roadto-ai.git
git@gitee.com:gitcode_admin/the-roadto-ai.git
gitcode_admin
the-roadto-ai
TheRoadtoAI
master

搜索帮助

53164aa7 5694891 3bd8fe86 5694891