LlamaIndex: Train ChatGPT (& other LLMs) on Custom Data

所在平台: Udemy

课程主页: https://www.udemy.com/course/llamaindex/

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课程名称:LlamaIndex:在自定义数据上训练ChatGPT(及其他LLMs) 课程概述: 本课程专注于LlamaIndex在大语言模型(LLM)应用中的运用,采用RAG(检索增强生成)范式,使您能够在自定义数据上训练ChatGPT及其他模型。通过生动的讲座和4.5小时的深入内容,您将学习如何利用自定义数据训练ChatGPT,构建强大的查询和聊天引擎以及AI数据代理。课程结合理论基础与实践项目,确保您在掌握核心概念的同时获得实践经验。在学习结束时,您将熟练掌握创建高级LLM应用、查询复杂数据库、运用AI代理及设计自己的聊天机器人界面的技能。 核心概念: - 自定义ChatGPT训练:深入了解如何在自定义数据集上训练ChatGPT,使您能够创建专门针对特定行业需求的语言模型。 - RAG(检索增强生成):这一前沿AI框架能够帮助您直接从外部知识库中提取最新、最准确的信息,提升您的大语言模型。RAG不仅确保LLM以最新、准确的信息运行,还让您了解这些语言模型生成响应的幕后过程。 - AI代理:使用LlamaIndex创建智能AI数据代理,自动化数据任务,优化工作流程,并创建令人惊叹的AI LLM应用。AI代理是未来的应用程序。 - 查询和聊天引擎:通过动手实践,建设有状态的查询和聊天引擎。学习如何在对话中维护上下文,提供更加丰富的用户体验。 - Streamlit界面:通过学习如何使用Streamlit创建直观和互动的界面,提升您的项目。只需几行Python代码即可将数据脚本转化为功能齐全的Web应用。 实践项目: 参与真实世界的项目,应用新获得的知识。创建复杂的查询引擎,构建具有记忆功能的聊天机器人,设计与ChatGPT模型互动的Web应用,并在学习过程中创建自定义AI数据代理。 适合人群: 无论您是希望拓宽技能的数据显示科学家,还是渴望深入探索大语言模型世界的开发者,亦或是希望了解ChatGPT和LlamaIndex工作原理的好奇者,本课程都适合您。 最新更新日期:2023年11月3日 100% 30天退款保证 我们对课程价值充满信心,提供在购买后30天内的100%退款保证,无需任何理由。 通过本课程结束后,您将能够在自定义数据上训练ChatGPT,创建LLM应用,构建智能查询引擎和AI数据代理,成为LlamaIndex的无可争议的专家,准备应对任何挑战。不要错过这个机会,立即注册!

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LlamaIndex for LLM applications with RAG paradigm, letting you train ChatGPT and other models with custom data.Learn how to train ChatGPT on custom data and build powerful query and chat engines and AI data agents with engaging lectures and 4.5 hours of insightful content. This course offers a mix of theoretical foundations and hands-on projects, ensuring you gain practical experience while grasping the core concepts. By the end of this journey, you'll be proficient in creating advanced LLM apps, querying complex databases, employing AI agents, and designing your own chatbot interfaces. Unlock the transformative power of LlamaIndex with our comprehensive course, "Unlocking LlamaIndex: Train ChatGPT on Custom Data and Beyond." With engaging lectures and 4.5 hours of rich, detailed content, this course is your one-way ticket to mastering LlamaIndex and creating custom LLM applications of the future.Core Concepts:Custom ChatGPT Training: Dive deep into the intricacies of training ChatGPT on custom data sets, empowering you to create language models tailored to specific industry needs.RAG (retrieval-augmented generation): the cutting-edge AI framework! Imagine pulling the latest and greatest facts directly from external knowledge bases, all to supercharge your Large Language Models (LLMs)! Not only does RAG ensure that your LLM is operating on the most up-to-date, accurate information, but it also gives you a thrilling behind-the-scenes look at how these language models generate their responses. AI agents: Create smart AI data agents with LlamaIndex agents. Automate data tasks with LlamaIndex, optimize workflows, and create astonishing AI LLM applications. AI agents are the apps of the future.Query and Chat Engines: Get hands-on experience in building stateful query and chat engines. Learn how to maintain context in your conversations, offering a more enriched user experience.Streamlit Interfaces: Elevate your project by learning how to create intuitive and interactive interfaces using Streamlit. Turn your data scripts into fully functional web apps with just a few lines of Python.Hands-on Projects:Engage in real-world projects that allow you to apply your newfound knowledge. Create complex query engines, build chatbots with memory, design web apps to interact with your ChatGPT models, and create custom AI data agents as you go.Who Is This Course For?Whether you're a data scientist looking to broaden your skill set, a developer eager to dive into the world of large language models, or a curious individual wanting to understand the nuts and bolts of ChatGPT and LlamaIndex, this course is for you.Last update of the course: 3.November.2023100% 30-Day Money-Back GuaranteeWe're so confident in the value this course will provide we offer a 100% money-back guarantee within 30 days of purchase. No questions asked.By the end of this course, you'll be fully equipped to train ChatGPT on custom data, create LLM applications, and build intelligent query engines and AI data agents. You'll be an undisputed expert in LlamaIndex, ready to tackle any challenge that comes your way. Don't miss this opportunity. Enroll today!

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