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所在平台: Udemy |
课程主页: https://www.udemy.com/course/largelanguagemodel/
课程评论：没有评论
课程名称：LLM和RAG更新与AI代理 课程概述：欢迎参加这门简洁且动态的课程，特别为希望深入了解大型语言模型（LLMs）并构建自定义应用程序的个人而设计。无论您是关注数据隐私的企业IT专业人士，还是渴望利用LLMs强大功能的AI爱好者，这门课程都适合您！以下是我们将要探讨的内容预览： 1. **从NLP到LLMs的旅程**：揭示自然语言处理（NLP）的演变，了解LLMs出现的重要性。 2. **LLMs的核心技术**：深入了解驱动LLMs的核心技术，包括循环神经网络（RNNs）、长短期记忆网络（LSTMs）和变压器（Transformers）。 3. **基于LLM的web应用程序微调**：使用Streamlit和OpenAI API，动手构建由LLMs驱动的互动web应用程序。将指导您逐步创建聊天机器人、处理PDF文件及总结网页内容的应用程序。 4. **构建RAG应用程序**：了解LangChain，作为进一步提升您的LLM应用程序开发体验的框架。 5. **资源**：提供所有用于该课程的代码和数据集的可下载资源。 6. **核心NLP复习**：为想要复习NLP基础知识的学员提供的模块，以更好地掌握所呈现的高级概念。 这门课程是一个“活”的实体！随着LLMs领域的发展，课程内容也将不断更新，确保您能够掌握最新的进展。这门课程非常适合那些希望打造自定义应用程序、充分利用AI无限潜能而又注意数据隐私的人。抓住这个机会，迈入一个语言与技术无缝交融的世界，开启一段既引人入胜又启发思考的学习旅程！加入我们，一起揭开大型语言模型的神秘面纱！
Welcome to a succinct and dynamic course tailored for individuals keen on diving into the world of Large Language Models (LLMs) and building custom applications. Whether you're a corporate IT professional concerned with data privacy or an AI enthusiast eager to leverage the power of LLMs, this course is designed for you! Here's a sneak peek of what we'll explore:Journey from NLP to LLMs:Unveil the evolution from Natural Language Processing (NLP) to the advent of LLMs and understand the significance of this progression.Technology Underpinning LLMs:Delve into the core technologies driving LLMs including Recurrent Neural Networks (RNNs), Long Short-Term Memory networks (LSTMs) and Transformers.Fine TuningBuilding LLM-based Web Applications:Get hands-on with Streamlit and the OpenAI API to construct interactive web applications powered by LLMs.Step-by-step guidance on crafting web applications for chatbots, engaging with PDF files, and summarizing web pages.Building RAG applicationsIntroduction to LangChain:Explore LangChain as a framework to further enhance your LLM application development experience.ResourcesAll the codes and datasets used in the program are provided as downloadable resources.Refresher on Core NLP:A module for those wanting to brush up on the fundamentals of NLP to better grasp the advanced concepts presented.This course is a living entity! As the field of LLMs evolves, so will the course material to ensure you stay updated with the latest advancements.This course is perfectly suited for those aspiring to craft custom applications to harness the boundless potential of AI while being mindful of data privacy. Seize this opportunity to step into a world where language and technology intertwine seamlessly and embark on a learning journey that's as engaging as it is enlightening!Join us, as we unravel the mysteries of Large Language Models!
