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所在平台: Udemy |
课程主页: https://www.udemy.com/course/generative-ai-rag/
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课程名称：RAG、AI代理与生成性AI的Python与OpenAI 2025 课程概述： 欢迎参加“RAG、AI代理与生成性AI的Python与OpenAI 2025”课程，这是掌握检索增强生成（RAG）、AI代理和生成性AI的终极课程。您将深入学习超过300节讲座和30个广泛的主题，涵盖RAG系统、AI代理和生成性AI模型。 ### 课程亮点： - **全面的课程内容**：系统学习检索系统、生成模型及其整合。 - **动手实践**：在Python和OpenAI GPT模型的基础上，实施真实世界的应用。 - **最新技术**：跟踪OpenAI的最新进展及多模态RAG技术。 - **专家教学**：由具有丰富行业经验的讲师Diogo授课。 - **无限更新**：通过2025年持续获得课程的更新和增强。 ### 学习目标： - 理解信息检索的基本概念，包括分词、索引、查询和排名。 - 掌握基于GPT和转换器的文本生成技术。 - 建立结合检索与生成模型的RAG系统。 - 应用OpenAI的高级GPT模型进行强大的文本生成和嵌入处理。 - 使用LangChain处理各种非结构化数据格式。 - 探索融合文本、音频和视觉数据的多模态检索系统。 - 开发具备状态管理和记忆功能的AI代理。 ### 为什么现在学习RAG和AI代理？ 掌握RAG、AI代理和生成模型将使您处于技术前沿，对未来的AI发展至关重要。本课程将通过实践项目和案例分析，如Starbucks财务数据分析，帮助您将所学知识应用于实际场景。 ### 额外优势： - **个性化支持**：您可以在24小时内获得讲师Diogo的直接回复。 - **终身访问**：加入课程后可获得所有材料和更新的终身访问权限。 - **证书**：完成课程后将获得证书以展示您的新技能。 ### 不容错过： 随着AI技术的快速发展，抓住机会，加入“RAG、AI代理与生成性AI的Python与OpenAI 2025”，开启在AI和机器学习领域的新旅程！
UPDATES JUNE 2025Launched 2 sections: Image Generation with OpenAI and Reasoning ModelsMCP is now live!UPDATES MAY 2025Launch of 2 new sections: RAG with OpenAI File Search and RAGASMinor video remakes due to mistakes.UPDATES APRIL 2025:Remake of 3 sections: Retrieval Fundamentals, Generative Fundaments and Introduction to RAGAdded Knowledge Graphs with Light RAGUPDATES DECEMBER 2024:Fine Tuning OpenAI GPT-4oPython Crash Course + Self-assessmentUPDATES NOVEMBER 2024:CrewAI and CrewAI Capstone Project launchedThe section on OpenAI API for Text and Images is live + OpenAI API Capstone ProjectUPDATES OCTOBER 2024:OpenAI Swarm is liveAgentic RAG is liveMultimodal RAG Project is liveUnlock the Power of RAG, AI Agents, and Generative AI with Python and OpenAI in 2025!Welcome to "RAG, AI Agents, and Generative AI with Python and OpenAI 2025"-the ultimate course to master Retrieval-Augmented Generation (RAG), AI Agents, and Generative AI using Python and OpenAI's cutting-edge technologies. If you aspire to become a leader in artificial intelligence, machine learning, and natural language processing, this is the course you've been waiting for!Why Choose This Course?Comprehensive Curriculum: Dive deep into RAG systems, AI agents, and generative AI models with over 300 lectures and 30 extensive sections.Hands-On Python Projects: Implement real-world applications using Python, OpenAI GPT models, FAISS, LangChain, and more.Latest Technologies: Stay ahead with the most recent advancements in OpenAI, Generative AI, Multimodal RAG, and AI Agents.Expert Instruction: Learn from Diogo, an industry expert with years of experience in AI and machine learning.Unlimited Updates: Get access to course enhancements and updates through 2025!About Your InstructorHi, I'm Diogo, a data expert with a Master's degree in Management specializing in Analytics from ESMT Berlin. With extensive experience tackling complex business challenges-from managing billion-euro sales planning to conducting A/B tests that led to significant investments-I bring real-world expertise to this course. As a startup founder helping restaurants worldwide optimize menus and pricing through data insights, I'm passionate about leveraging AI for practical solutions.Personalized SupportOne of the key benefits of this course is the direct access to me as your instructor. I personally respond to all your questions within 24 hours. No outsourced support-just personalized guidance to help you overcome challenges and advance your skills.Continuous ImprovementsI'm dedicated to keeping this course up-to-date with the latest advancements in AI. Your feedback shapes the course-I'm always listening and ready to add new content that benefits your learning journey.What You'll LearnFundamentals of Retrieval Systems: Understand tokenization, indexing, querying, and ranking in information retrieval.Basics of Generation Models: Master text generation using GPT, transformers, and attention mechanisms.Integration of Retrieval and Generation: Build RAG systems combining retrieval models with generative models.Advanced OpenAI GPT Models: Leverage OpenAI's GPT models for powerful text generation and embeddings.Handling Unstructured Data: Work with data in various formats like Excel, Word, PowerPoint, EPUB, and PDF using LangChain.Multimodal RAG: Explore multimodal retrieval systems incorporating text, audio, and visual data using Whisper and CLIP models.AI Agents and Agentic RAG: Develop AI agents with state management and memory for complex tasks using OpenAI Swarm.Capstone Projects: Apply your knowledge in real-world scenarios, including analyzing Starbucks financial data and building robust retrieval systems.Why Master RAG and AI Agents Now?The future of AI lies in systems that can retrieve relevant information and generate intelligent responses-Retrieval-Augmented Generation is at the forefront of this revolution. By mastering RAG, AI agents, and generative models, you position yourself at the cutting edge of technology, making you invaluable in today's tech landscape.Get Started Today!Lifetime Access: Enroll now and get lifetime access to all course materials and updates.Interactive Learning: Engage with coding exercises, challenges, and real-world projects.Support: Get your questions answered from me, Diogo, in less than 24 hours.Certification: Receive a certificate upon completion to showcase your new skills.Don't Miss Out!The world of AI is advancing rapidly. Stay ahead of the curve by enrolling in "RAG, AI Agents, and Generative AI with Python and OpenAI 2025" today. Unlock endless possibilities in AI and machine learning!Enroll Now and transform your career with the most comprehensive RAG and Generative AI course available!
