Awesome AI Agents › Generative Software Frameworks

kimtth/awesome-azure-openai-llm

⭐ 409 Python added to this list on 2025-03-09 repository created 2023-04-13

The project "awesome-azure-openai-llm" is a comprehensive curated list and reference repository focused on Azure OpenAI services and Large Language Models (LLMs). It serves as a valuable resource for developers, researchers, and enthusiasts interested in the rapidly evolving field of LLMs and related technologies. The repository organizes a wide range of topics into well-structured sections, each addressing key aspects of LLMs and Azure OpenAI. The repository covers Retrieval-Augmented Generation (RAG) techniques, including design patterns and applications, as well as comparisons of vector databases used in these contexts. It provides detailed insights into Azure OpenAI, including Microsoft's LLM framework, copilot products, research, and reference architectures. The project also explores various LLM applications, frameworks, user interfaces, caching strategies, and even the intersection of LLMs with robotics. Another significant focus is on agents, including design patterns, frameworks, and applications such as code interpreters and deep research tools. The repository highlights Microsoft's Semantic Kernel and Stanford's DSPy optimizer frameworks, which are important for micro-orchestration and optimization in LLM workflows. LangChain and LlamaIndex are also covered extensively, with discussions on features, usage, comparisons, and their roles in orchestration and RAG. The project delves into prompting techniques, fine-tuning methods like PEFT, RLHF, and quantization, as well as other advanced techniques such as mixture of experts (MoE) and visual prompting. Challenges and abilities of LLMs, including AGI discussions, social impacts, trust, safety, and reasoning capabilities, are addressed. The repository provides a taxonomy of LLMs, domain-specific models, multimodal LLMs, and a collection of surveys, references, datasets, evaluations, and AI tools and extensions. Overall, this repository is an extensive, well-organized knowledge base that captures the state-of-the-art in Azure OpenAI and LLM technologies, making it an essential resource for anyone working with or studying these advanced AI models.

https://github.com/kimtth/awesome-azure-openai-llm

agentagiai-toolsawesomeawesome-listazure-openaichatgptcopilotcopilot-productsdatasetsdspyevaluationsfine-tuninggptlangchainlarge-language-modelsllama-indexllamaindexllmllm-agentllm-evaluationllm-taxonomymicrosoft-llm-frameworkmixture-of-expertsmultimodal-llmopenaipeftprompt-engineeringquantizationragretrieval-augmented-generationrlhfsemantic-kerneltrust-and-safetyvector-databasevisual-prompting