July 2024
Intermediate to advanced
272 pages
7h 22m
English
Content preview from Developing Apps with GPT-4 and ChatGPT, 2nd Edition
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Appendix A. Tools, Libraries, and Frameworks
This resource compiles a selection of valuable tools, libraries, and frameworks mentioned or utilized in this book. The list does not aim to be exhaustive, as new projects around LLMs are being created daily, and we do not endorse or guarantee the quality of every project mentioned. Nevertheless, exploring and assessing these tools, as well as their competitors, could greatly help you develop your applications.
- AutoGen
-
Framework by Microsoft for building LLM applications based on multiagent conversations.
Keyword: agents
- AutoGPT
-
Open source AI agent project. Given a goal, the agent will decompose it into actionable subtasks and utilize given resources to accomplish them.
Keyword: agents
- DSPy
-
Framework for algorithmically optimizing LLM prompts.
Keywords: prompt generation, RAG, LLM-based application development
- Guardrails
-
Framework to run input and output guards in your application that detect, quantify, and mitigate the presence of specific types of risks.
Keywords: guardrails, hallucinations, security
- Hugging Face
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An ML and data science collaborative platform. Users can find and contribute to models, datasets, and applications. Useful for finding alternative solutions to LLMs.
Keywords: ML, collaborative
- LangChain
-
Framework to help in LLM-based application development. LangChain provides an abstraction layer to interact with LLMs better, with prompt templating, chaining, RAG tools, agent implementation, and more.
Keywords: ...
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I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.Addison B.
I’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.Amir M.
I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.