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# 第一章 简介
本课程由哈里森·蔡斯 (Harrison ChaseLangChain作者与Deeplearning.ai合作开发课程将介绍如何使用LangChain和自有数据进行对话。
## 一、背景
大语言模型(Large Language Model, LLM), 比如ChatGPT, 可以回答许多不同的问题。但是大语言模型的知识来源于其训练数据集,并没有用户的信息(比如用户的个人数据,公司的自自有数据),也没有最新发生时事的信息(在大模型数据训练后发表的文章或者新闻)。因此大模型能给出的答案比较受限。
如果能够让大模型结合已有信息和自有数据中的信息来进行对话,回答我们的问题,那我们便能够得到更好的答案。
## 二、 课程基本内容
在本课程中我们学习如何使用LangChain和自有数据进行对话。
LangChain是用于构建大模型应用程序的开源框架有Python和JavaScript两个不同版本的包。LangChain基于模块化组合有许多单独的组件可以一起使用或单独使用。LangChain的组件包括
- 提示(Prompts): 使模型执行操作的方式
- 模型(Models):大语言模型、对话模型,文本表示模型。目前包含多个模型的集成。
- 索引(Indexes): 获取数据的方式,可以与模型结合使用
- 链式(Chains): 端到端功能实现
- 代理(Agents): 使用模型作为推理引擎
此外LangChain还拥有很多应用案例帮助我们了解如何将这些模块化组件以链式方式组合以形成更多端到端的应用程序 。
如果你想要了解关于LangChain的基础知识可以学习使用 LangChain 开发基于 LLM 的应用程序课程LangChain for LLM Application Development
## 三、致谢课程重要贡献者
最后特别感谢对本课程内容贡献者
- Ankush GolaLandChain
- Lance MartinLandChain
- Geoff Ladwig(DeepLearning.AI)
- Diala Ezzedine(DeepLearning.AI)

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# Blendle's Employee Handbook
This is a living document with everything we've learned working with people while running a startup. And, of course, we continue to learn. Therefore it's a document that will continue to change.
**Everything related to working at Blendle and the people of Blendle, made public.**
These are the lessons from three years of working with the people of Blendle. It contains everything from [how our leaders lead](https://www.notion.so/ecfb7e647136468a9a0a32f1771a8f52?pvs=21) to [how we increase salaries](https://www.notion.so/Salary-Review-e11b6161c6d34f5c9568bb3e83ed96b6?pvs=21), from [how we hire](https://www.notion.so/Hiring-451bbcfe8d9b49438c0633326bb7af0a?pvs=21) and [fire](https://www.notion.so/Firing-5567687a2000496b8412e53cd58eed9d?pvs=21) to [how we think people should give each other feedback](https://www.notion.so/Our-Feedback-Process-eb64f1de796b4350aeab3bc068e3801f?pvs=21) — and much more.
We've made this document public because we want to learn from you. We're very much interested in your feedback (including weeding out typo's and Dunglish ;)). Email us at hr@blendle.com. If you're starting your own company or if you're curious as to how we do things at Blendle, we hope that our employee handbook inspires you.
If you want to work at Blendle you can check our [job ads here](https://blendle.homerun.co/). If you want to be kept in the loop about Blendle, you can sign up for [our behind the scenes newsletter](https://blendle.homerun.co/yes-keep-me-posted/tr/apply?token=8092d4128c306003d97dd3821bad06f2).
## Blendle general
*Information gap closing in 3... 2... 1...*
---
[To Do/Read in your first week](https://www.notion.so/To-Do-Read-in-your-first-week-9ef69b65b63a4ec7b8394ec703856c32?pvs=21)
[History](https://www.notion.so/History-29b2b8fd36dd48db80dc682119aaefef?pvs=21)
[DNA & culture](https://www.notion.so/DNA-culture-7723839e26124ed2ba3adafe8de0a080?pvs=21)
[General & practical ](https://www.notion.so/General-practical-87085be150824011b79891eb30ca9530?pvs=21)
## People operations
*You can tell a company's DNA by looking at how they deal with the practical stuff.*
---
[Office](https://www.notion.so/Office-b014d3d2c62240308865d11bba495322?pvs=21)
[Time off: holidays and national holidays](https://www.notion.so/Time-off-holidays-and-national-holidays-bd94b931280a45a6b8eb3f29c2c4b42a?pvs=21)
[Calling in sick/better](https://www.notion.so/Calling-in-sick-better-b82ec184fd544a8e9aa926ac37bb1ab1?pvs=21)
[Perks and benefits](https://www.notion.so/Perks-and-benefits-820593b38ebc44209fe35ae553100de6?pvs=21)
[Travel costs and reimbursements](https://www.notion.so/Travel-costs-and-reimbursements-e76623c6e0664863a769aeed028954e2?pvs=21)
[Parenthood](https://www.notion.so/Parenthood-a6d62b65a9d84489a75586a3c542b3f1?pvs=21)
## People topics
*Themes we care about.*
---
[Blendle Social Code](https://www.notion.so/Blendle-Social-Code-685a79c8df154ee09f35b35cc147af6b?pvs=21)
[Diversity and inclusion](https://www.notion.so/Diversity-and-inclusion-d7f9d3e6b6ef4a1ab8f2c0a7b3ea3eec?pvs=21)
[#letstalkaboutstress](https://www.notion.so/letstalkaboutstress-d46961f6ac98432ab07b5d5afc52c2d0?pvs=21)
## Feedback and development
*The number 1 reason for people to work at Blendle is growth and learning from smart people.*
---
[Your 1st month ](https://www.notion.so/Your-1st-month-85909edc55a34f349bbed522c5245a65?pvs=21)
[Goals](https://www.notion.so/Goals-122bff69bd634c519cd3c6dc01dbc282?pvs=21)
[Feedback cycle](https://www.notion.so/Feedback-cycle-5f32358dba874c39be5ca5aa464c310e?pvs=21)
[The Matrix™ (job profiles)](https://www.notion.so/The-Matrix-job-profiles-da91736ff35545458559eceb0075ed66?pvs=21)
[Blendle library](https://www.notion.so/Blendle-library-f34188e536234c9a8976c9d4602b0be3?pvs=21)
## **Hiring**
*The coolest and most impactful thing when done right.*
---
[Rating systems](https://www.notion.so/Rating-systems-2ba332377459427194acc798e5f8869c?pvs=21)
[Getting people in (branding&sourcing)](https://www.notion.so/Getting-people-in-branding-sourcing-a3277fef078041a881f56556e24f0d8a?pvs=21)
[Highly Skilled Migrants and relocation](https://www.notion.so/Highly-Skilled-Migrants-and-relocation-84a6576fb27d4a8fae2f73e4eae57d21?pvs=21)
## How to lead at Blendle
*Here are some tips and tools to help you become a great leader.*
---
[How to lead at Blendle ](https://www.notion.so/How-to-lead-at-Blendle-f8c6b1d989d841bb87510fc2ab1ba970?pvs=21)
[Your check-list](https://www.notion.so/Your-check-list-aaca857a846848688da3a37f28682c15?pvs=21)
[Leading Feedback ](https://www.notion.so/Leading-Feedback-a1970c9f7b70443d881ca92d4e98be25?pvs=21)
[Salary talks](https://www.notion.so/Salary-talks-35681ab732c048a9bbdf8c50babe64b5?pvs=21)
[Hiring ](https://www.notion.so/Hiring-0bdf54d3d25f4c59bfdf3712a5104bbc?pvs=21)
[Firing](https://www.notion.so/Firing-e0da1de62b304751bbd95a681908c7ad?pvs=21)
[Party and study budget](https://www.notion.so/Party-and-study-budget-4e31001531c24d0fa447bbfcd6ccfd3f?pvs=21)
[Holidays](https://www.notion.so/Holidays-1529506bb8884f0aa11cc799ced11ed0?pvs=21)
[Sickness absence](https://www.notion.so/Sickness-absence-79a495f601df4004801475ea79b3d198?pvs=21)
[Personal User Guide](https://www.notion.so/Personal-User-Guide-be2238ccb597412e8a517d40cda7e7d5?pvs=21)
[Soft shizzle](https://www.notion.so/Soft-shizzle-41255d79fbe84492b153121cd7a2e3e8?pvs=21)
## About this document
---
*Lessons from three years of HR*
[About this document and the author](https://www.notion.so/About-this-document-and-the-author-ee1faab1bcae4456b8c62043a8a194cd?pvs=21)