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所在平台: Udemy |
课程主页: https://www.udemy.com/course/mastering-rag-10-projects-in-retrieval-augmented-generation/
课程评论：没有评论
课程名称：掌握RAG：检索增强生成中的10个项目 课程概述：本课程旨在提升您在定制GPT系统和RAG技术开发方面的技能，重点关注RAG技术在各个领域的应用。课程将以循序渐进的方式教您如何通过定制GPT、向量嵌入、向量数据库和API部署，构建RAG系统。在人工智能不断发展的环境中，个性化和高效的AI模型需求日益迫切。此课程旨在帮助您深入了解并掌握定制生成预训练变换器（GPT）系统的知识和实践技能，特别强调RAG技术的整合。 项目设置：课程提供10个不同的实际项目，以示范如何创建GPT系统，涵盖以下领域： 1. 教育、研发的专家知识GPT系统：设计AI以增强学术研究和促进教育过程。 2. 共享出行GPT系统（交通）：通过AI驱动的拼车服务，创建可持续的交通解决方案。 3. 家用电动车充电与租赁GPT系统（交通）：通过AI创新交通租赁与充电系统。 4. 社区摩托车和自行车租赁服务（交通）：利用AI增强城市流动性。 5. 团体运动（休闲与体育）：通过智能AI协调促进社区运动参与。 6. 集体活动与团队建设系统（休闲与自我发展）：利用AI组织和优化集体活动。 7. 室友GPT系统（住房）：通过AI驱动的匹配算法简化寻找合适室友的过程。 8. 能源应用 - 能源信用/借记市场（能源）：用AI管理的信用/借记系统革新能源行业。 9. 健康助手GPT（医疗保健）：利用AI提供医疗咨询助手。 10. 医生GPT（评价与评分）（医疗保健）：通过AI策划的医生评价，提升医疗透明度。 学习成果：完成本课程后，您将能够： - 深入理解定制GPT系统和RAG技术。 - 熟练设计、实施和部署特定行业的AI解决方案。 - 通过实践项目获得经验，丰富您的作品集。 - 发展创新和主导各行业AI项目的能力。 适合人群：本课程适合对AI感兴趣的爱好者、数据科学家、软件工程师以及希望掌握先进AI技术的行业专业人士，特别是在GPT系统定制和RAG技术应用方面。无论您是希望推进职业生涯、在组织中引领AI创新，还是在AI领域进行创新，本课程都将为您提供达到目标所需的知识和技能。
This course focuses on building your skills in the development of Custom GPT systems and RAG technology, the course focuses on the utilization of RAG technology on various sectors. The course touches on a step by step approach on how to build a RAG sector through Custom GPTs, Vector Embeddings, Vector databases and API deployment on the 2nd Chapter the course provide 10 different practical projects on how to create a GPT System.In the ever-evolving landscape of artificial intelligence, the demand for personalized and highly efficient AI models has never been more critical. This comprehensive course is meticulously designed to equip you with profound knowledge and practical skills in developing Custom Generative Pre-trained Transformer (GPT) systems, with a special focus on the integration of Retrieval-Augmented Generation (RAG) technology. As we delve into the realms of AI customization, this course will guide you through the intricacies of tailoring GPT models to specific sectors, leveraging the cutting-edge capabilities of RAG technology to enhance the functionality, relevance, and efficiency of AI applications.Sector-Specific GPT Systems - Project-Based LearningExpert Knowledge GPT System (Education, Research & Development): Designing AI to augment academic research and facilitate educational processes.Car Pooling GPT System (Transport): Creating sustainable transport solutions through AI-driven carpooling services.Domestic Car Charging & Rental GPT System (Transport): Innovating the transport sector with AI-powered car rental and charging systems.Community Motorbikes and Bicycle Renting Services (Transport): Enhancing urban mobility with AI-enabled bike-sharing ecosystems.Group Sports (Leisure & Sports): Fostering community sports engagement through intelligent AI coordination.Group Activities & Team Building System (Leisure & Self Development): Leveraging AI to organize and optimize group activities and team-building events.Housemate GPT System (Housing): Streamlining the search for compatible housemates using AI-driven matching algorithms.Energy Application - Energy Credit/Debit Market (Energy): Revolutionizing the energy sector with AI-managed credit/debit systems.Health Help GPT (Healthcare): Transforming healthcare assistance with AI-powered advisory systems.Doctors GPT (Testimonials & Ratings) (Healthcare): Enhancing healthcare transparency through AI-curated doctor reviews and ratings.Learning Outcomes:Upon completing this course, you will:Have an advanced understanding of Custom GPT systems and RAG technology.Be proficient in designing, implementing, and deploying sector-specific AI solutions.Gain practical experience through hands-on projects, enhancing your portfolio.Develop the skills to innovate and lead AI projects in various industries.Who Should Enroll:This course is ideal for AI enthusiasts, data scientists, software engineers, and industry professionals keen on mastering advanced AI technologies, specifically in the customization of GPT systems and the application of RAG technology. Whether you're looking to advance your career, spearhead AI initiatives in your organization, or innovate in the AI space, this course will provide you with the knowledge and skills to achieve your goals
