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所在平台: Udemy |
课程主页: https://www.udemy.com/course/langchain-masterclass-develop-llm-apps-using-python/
课程评论:没有评论
课程名称:LangChain大师班 - OpenAI LLAMA 2 LLM人工智能应用及生成性AI 课程概述: 本课程旨在帮助学习者充分利用AI的潜力,开发颠覆性的基于语言的应用程序。通过LangChain课程,您将从初学者迅速转变为专家,掌握生成性AI应用和大型语言模型(LLM)项目的关键技能。 在本课程中,您将参与多个动手项目,具体包括: 1. 利用LangChain、OpenAI及Hugging Face Spaces构建动态问答应用。 2. 开发一个互动性极强的对话机器人,提升用户体验。 3. 创建专为儿童设计的AI应用,帮助发现相关物品类别,促进教育发展。 4. 构建吸引人的营销应用,通过精致的销售文案提升销售和品牌影响力。 5. 开发一个具备摘要功能的ChatGPT克隆,打造多功能聊天机器人。 6. 创建多选题测验生成器,便于教师为学生制作测验。 7. 开发CSV数据分析工具,帮助用户分析CSV文件并解答相关问题。 8. 利用用户友好的脚本写作工具轻松撰写引人入胜的YouTube脚本。 9. 网站支持聊天机器人,帮助访客/客户找到相关信息或博客链接。 10. 自动票据分类工具,根据内容自动分类支持票证,简化票务管理流程。 11. 使用AI辅助筛选简历,优化招聘流程的HR项目。 12. 基于LLAMA 2的电子邮件生成器,自动创建个性化电子邮件。 13. 基于LLAMA 2的发票提取机器人,准确高效地提取发票关键信息,简化数据录入过程。 课程内容: 本课程将深入探讨LangChain的能力,这是一个开源框架,将GPT-4等LLM与外部计算和数据源结合,以构建可扩展且高效的AI应用。您将深入了解LangChain的组件,包括LLM包装器、链和代理。此外,我们还将探讨嵌入和向量数据库,重点介绍Pinecone。通过实践学习的方法,我们将共同使用Python、LangChain和OpenAI构建现实世界的LLM应用,并开发现代的Web应用前端。 课程亮点: - 解锁LangChain、LLM、Google Gemini Pro、聊天模型、提示、索引、数据连接、链、代理和内存的真正潜力。 - 利用LLM和LangChain的强大功能,开发强健的应用程序,将认知和信息源与Pinecone相结合。 - 探索新的可能性,释放LangChain和Pinecone驱动应用程序的无与伦比的潜力。
Unlock the Power of AI with LangChain: Learn to Create Revolutionary Language-Based ApplicationsLooking to harness the full potential of AI and revolutionize the world of language-based applications? Look no further than LangChain, the comprehensive course designed to transform you from a novice to an expert in record time.Gen AI apps and LLM projects! Dive into hands-on projects that will shape your expertise, including:Project 1: Construct a dynamic question-answering application with the unparalleled capabilities of LangChain, OpenAI, and Hugging Face Spaces, Google Gemini Pro.Project 2: Develop an engaging conversational bot using LangChain and OpenAI to deliver an interactive user experience.Project 3: Create an AI-powered app tailored for children, facilitating the discovery of related classes of objects and fostering educational growth.Project 4: Build a captivating marketing campaign app that utilizes the persuasive potential of well-crafted sales copy, boosting sales and brand reach.Project 5: Develop a ChatGPT clone with an added summarization feature, delivering a versatile and invaluable chatbot experience.Project 6: MCQ Quiz Creator App - Seamlessly create multiple-choice quizzes for your students using LangChain and Pinecone.Project 7: CSV Data Analysis Toll - Helps you analyze your CSV file by answering your queries about its data.Project 8: Youtube Script Writing Tool - Effortlessly create compelling YouTube scripts with this user-friendly and efficient script-writing tool.Project 9 - Support Chat Bot For Your Website - Helps your visitors/customers to find the relevant data or blog links that can be useful to them. Project 10 - Automatic Ticket Classification Tool - The Automatic Ticket Classification Tool categorizes support tickets based on content to streamline ticket management and response processes.Project 11 - HR - Resume Screening Assistance - HR project using AI to assist in screening resumes, optimizing the hiring process with smart analysis and recommendationsProject 12 - Email Generator using LLAMA 2- The Email Generator is a tool that automatically creates customized emails, saving time and effort in crafting personalized messages.Project 13 - Invoice Extraction Bot using LLAMA 2- Invoice Extraction Bot: AI-powered tool that extracts key details from invoices accurately and efficiently. Simplify your data entry process.Course Content: In this course, we will explore the capabilities of LangChain, an open-source framework that combines LLMs like GPT-4 with external computation and data sources to build scalable and performant AI applications. You will gain in-depth knowledge of LangChain components, including LLM wrappers, Chains, and Agents. Additionally, we will delve into embeddings and vector databases, with a focus on Pinecone. Through a learning-by-doing approach, we will collaboratively build real-world LLM applications using Python, LangChain, and OpenAI, complete with modern web app front-ends developed with Streamlit.Course Highlights:Unlock the true potential of LangChain, LLMs, Google Gemini Pro , Chat Models, Prompts, Indexes, Data Connections, Chains, Agents, and Memory.Harness the power of LLMs and LangChain to develop robust applications, integrating cognitive and information sources with Pinecone.Explore new horizons and unleash unprecedented possibilities with LangChain and Google Gemini Pro , Pinecone-powered applications.