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所在平台: Udemy |
课程主页: https://www.udemy.com/course/emerging-architectures-for-llm-applications/
课程评论：没有评论
课程名称：如何将大型语言模型应用于您的商业？ 课程概述： 本课程将带您了解生成式人工智能（Generative AI）、大型语言模型（LLM）及其在商业和工作中的应用。您将从基础开始，学习生成式人工智能和大型语言模型的概念，了解它们的工作原理及其最有利的应用领域。课程将展示如何利用这些技术增强您的创造力和工作效率。接下来，我们将深入探讨创建LLM应用程序（如聊天机器人、人工智能代理和虚拟助手）所使用的方法和技术。 大型语言模型在多个领域展示了其巨大潜力，包括编程、游戏、学习、数据交互应用、搜索和推荐系统、销售、市场营销以及搜索引擎优化（SEO）。AI助手和聊天机器人的使用，借助大型语言模型的能力，提供个性化和互动的体验，提升用户的参与度和满意度。 预训练的人工智能模型是自互联网以来软件架构的重大变革，使得个体开发者可以在短短几天内构建出令人惊叹的AI LLM应用，这比大型团队耗时数月完成的有监督机器学习项目要更为高效。理解大型语言模型的优势与局限，并有效利用其能力，可以推动各个领域创新和有影响力的应用开发。 通过本课程，您将踏上一段探索生成式人工智能和大型语言模型（LLMs）奇妙世界的旅程，审视它们对商业环境和工作效率的变革性影响。课程将帮助您解开生成式人工智能和大型语言模型的基础概念，了解它们的内在运作及卓越领域。您将发现这些先进技术如何增强您的创造力并简化工作流程。 随着课程的深入，我们将探讨支撑LLM应用的复杂方法和尖端技术，包括检索增强生成（retrieval augmented generation）、模型微调以及创建LLM驱动应用程序所用的所有框架、工具和流程。您将学习到各个组件的功能及其如何融为一体，包括向量数据库、LLMOps、LLM应用验证等与LLM应用开发和发布有关的所有方面。 本课程的使命是揭示生成式人工智能和大型语言模型在日常使用及开发世界中的新范式。
This course will teach you about Generative AI, Large language models, and their application in business and our workYou'll start by learning what generative AI and Large language models are. You'll understand how they work and what areas are most beneficial. You will learn how to use them to enhance your creativity and efficiencyIn the next part, we will dive deeper into methods and technologies used in creating LLM applications like chatbots, AI agents, and AI assistantsLLMs have found promising use cases in various domainsWe are seeing significant changes in domains like programming and gaming, learning, talk-to-your-data applications, search and recommendation systems, sales, marketing, and SEOThe use of AI assistants and chatbots uses the capabilities of LLMs to provide personalized and interactive experiences, leading to increased user engagement and satisfactionPre-trained AI models represent the most important architectural change in software since the internet They make it possible for individual developers to build incredible AI LLM apps in a matter of days, that surpass supervised machine learning projects that took big teams months to buildUnderstanding the strengths and limitations of LLMs and effectively leveraging their capabilities can lead to developing innovative and impactful applications in diverse fieldsWith this course, you will go on a journey through the fascinating world of Generative AI and Large Language Models (LLMs), exploring their transformative impact on the business landscape and workplace efficiencyBegin by unraveling the basics: what Generative AI and LLMs signify, their inner workings, and the domains they excel in. Discover how these advanced technologies can augment your creative prowess and streamline your workflowAs we progress, we'll delve into the intricate methodologies and cutting-edge technologies that underpin LLM applications, such as chatbots, AI agents, and virtual assistants, equipping you with the knowledge to harness their potential to the fullestYou'll learn about retrieval augmented generation, model fine-tuning, and all the frameworks, all the tools, and processes used in creating LLM-powered applicationsYou'll learn what is what and how it all fits together. You'll be able to discuss vector databases, LLMOps, LLM application validation, and all other aspects involved in creating and publishing LLM applicationsThe mission here is to untangle the new paradigm of generative AI and large language models in daily use and in the development world
