Non-technical Introduction to Large Language Models

所在平台: Udemy

课程主页: https://www.udemy.com/course/non-technical-introduction-to-large-language-models/

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课程简介

**课程名称:** 大型语言模型非技术入门 **课程概述:** 本课程旨在为非技术背景的学习者提供对大型语言模型(LLMs)的全面理解。LLMs是能够读写自然语言(如英语、中文、西班牙语)的人工智能。它们通过大量文本数据(书籍、文章、推文等)进行学习,并且 LLMs 技术正在快速发展,新模型和优化方法层出不穷。本课程内容具有动态性,不仅提供基础信息,还引导学习者探索外部资源以获取最新进展。 **课程内容:** * **LLMs 的定义与功能:** 了解什么是大型语言模型,它们如何运作,以及它们能够完成哪些任务。 * **LLMs 的应用:** 探索除了 ChatGPT 之外的其他大型语言模型示例,并学习如何使用 ChatGPT 执行各种用例。 * **模型优化:** 了解如何使用自定义数据集对模型进行微调。 * **挑战与局限:** 讨论 LLMs 和通用生成式 AI 在实际应用中面临的挑战和缺点。 * **进阶学习资源:** 提供可供进一步学习 LLMs 的外部资源。 **学习目标:** 通过本课程的学习,您将能够: * 理解大型语言模型的基本原理及其工作方式。 * 识别不同的 LLMs 及其潜在应用。 * 掌握使用 ChatGPT 的基本技巧。 * 了解 LLMs 的优势、劣势以及行业面临的挑战。 * 明确 LLMs 对个人生活和职业生涯的可能影响。 **目标受众:** 任何希望在不深入技术细节或专业術語的情况下,对大型语言模型有一个基础了解的非技术人士。

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课程详情

Large language models are a type of artificial intelligence that can read and write texts in natural languages, such as English, Chinese, or Spanish. They learn from a lot of text data, such as books, articles, tweets, and more public internet data.Everyday, LLMs are evolving. New models are coming out and new practices are being introduced to optimize the way use this technology. I have made this course dynamic. Instead of just providing exact information, I also point you to external resources where you can get the latest updates.In this course, you will discover what large language models are, how they function, and what they can accomplish. We will also discuss some of the advantages and disadvantages of using large language models for different purposes and applications. This course is intended for non-technical people who want to gain a basic understanding of large language models without diving into the technical details or jargons.What you'll learnExamples of Large Language Models aside from ChatGPT.How Large Language Models work.How to execute different use cases using ChatGPT.How to fine-tune a model with custom dataset.What are the existing challenges of Large Language Models and Generative AI in general.Resources you can use to further learn about Large Language Models.By the end of this course, you will have a clearer grasp of large language models and their possible impact in your personal life and professional career.

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