Generative AI: Getting Started

所在平台: Udemy

课程主页: https://www.udemy.com/course/generative-ai-beginners/

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课程名称:生成性人工智能:入门 课程概述:生成性人工智能是深度学习的一个子集,它利用人工智能神经网络处理标记和未标记数据,涵盖监督、无监督和半监督方法。这类人工智能模型和算法旨在创建新内容,能够生成文本、图像、音乐以及其他模仿人类创作的内容。生成性人工智能应用基于大型语言模型(LLMs)和基础模型,这些模型是深度学习的组成部分。LLMs是强大的通用语言模型,可以进行预训练,并在特定目的上进行微调,驱动着聊天室机器人如ChatGPT、Copilot、Google Gemini等。 **课程内容** **第一部分:介绍** 1. 人工智能与数据科学、机器学习与深度学习的区别 2. 深度学习类型 **第二部分:生成性人工智能及其技术** 3. 什么是生成性人工智能 4. 实现生成性人工智能的技术 **第三部分:变换器模型** 5. 生成性人工智能 - 变换器 **第四部分:大型语言模型** 6. 大型语言模型(LLMs)及其应用实例 **第五部分:更多关于生成性人工智能的内容** 7. 生成性人工智能 - 应用与挑战 8. 生成性人工智能 - 聊天机器人(模型类型) 9. 生成性人工智能 - 特征与示例 **第六部分:提示与人工智能聊天机器人** 10. 什么是提示 11. 流行的人工智能聊天机器人 完成本课程后,学员将能够继续学习Udemy上的后续课程,如Google Gemini课程、ChatGPT课程和Microsoft Copilot课程。

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Generative AI is a subset of Deep Learning. It uses AI neural networks and can process both the labelled and unlabeled data using supervised, unsupervised, and semi-supervised methods.It refers to a class of artificial intelligence models and algorithms designed to create new content. These models can generate text, images, music, and other forms of data that mimic human-created content.Generative AI applications are built on top of large language models (LLMs) and foundation models. LLMs are deep learning models.LLMs are a subset of Deep Learning. LLMs are AI models that power chatbots, such as ChatGPT, Copilot, Google Gemini, etc. LLMs refer to large, general-purpose language models that can be pre-trained and then fine-tuned for specific purposes.The following are the course lessons:**Course Lessons**Section A: Introduction1. Artificial Intelligence vs Data Science vsMachine Learning vs Deep Learning2. Deep Learning TypesSection B: Generative AI and its techniques3. What is Generative AI4. Techniques for implementing Generative AISection C: What are Transformer Models5. Generative AI - TransformersSection D: Large Language Models6. Large Language Models (LLMs) and its use caseSection E: More about Generative AI7. Generative AI - Applications & Challenges8. Generative AI - Chatbots (Model Types)9. Generative AI - Features & ExamplesSection F: Prompts and AI Chatbots10. What are Prompts11. Popular AI ChatbotsAfter completing this course, you will be ready to learn from our following courses on Udemy (udemy/user/studyopedia):Google Gemini CourseChatGPT CourseMicrosoft Copilot

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