Generative AI with ChatGPT for Beginners

所在平台: Udemy

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

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**课程名称:** ChatGPT for Beginners - 生成式AI入门 **课程概述:** 本课程专为零基础学习者设计,旨在帮助您轻松掌握并运用强大的生成式AI工具——ChatGPT。无论您是学生、职场人士还是对AI充满好奇,都能从中受益。 **课程内容:** 1. **AI基础概念:** * 人工智能 (AI) 是什么? * 机器学习 (ML)、深度学习 (DL) 和自然语言处理 (NLP) 的关系。 * 大型语言模型 (LLMs)、Transformer 模型、tokenization、temperature、top-k 和 top-p 采样等核心概念。 2. **AI模型构建与训练:** * AI模型如何构建、训练和微调。 * 监督学习、无监督学习和强化学习的区别。 * 偏差 (bias)、过拟合 (overfitting)、欠拟合 (underfitting) 以及不同类型的分析。 3. **ChatGPT的实操应用:** * 通过真实案例学习如何使用ChatGPT进行写作、规划、数据生成、图像提示和创意性任务。 * 深入了解提示工程 (prompt engineering)、结构设计以及如何有效验证和生成信息。 4. **进阶主题:** * 检索增强生成 (RAG)、嵌入 (embeddings)、向量数据库 (vector databases)。 * 多模态模型 (multimodal models) 和扩散模型 (diffusion models)。 * 了解ChatGPT信息来源,并学会负责任地指导其输出。 5. **AI伦理与未来:** * AI的伦理使用、幻觉 (hallucinations) 问题、对就业的影响、隐私。 * 如何在人类监督下负责任地使用AI。 **学习特色:** * 每章节包含测验、用例和互动演示,巩固学习效果。 * 帮助学习者自信且合乎道德地在日常工作和生活中使用生成式AI。 **课程目标:** 学习者将能够理解生成式AI的工作原理,并熟练运用ChatGPT。

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Unlock the Power of Generative AI with ChatGPT - No Experience Needed!Welcome to Generative AI with ChatGPT for Beginners, your step-by-step guide to understanding and using one of today's most powerful AI tools. Whether you're a student, professional, or simply AI-curious, this course will take you from basic concepts to hands-on applications with ease.We start with foundational topics-what is Artificial Intelligence, and how do Machine Learning, Deep Learning, and NLP (Natural Language Processing) relate? You'll gain a solid understanding of LLMs (Large Language Models), Transformers, tokenization, and key concepts like temperature, top-k, and top-p sampling.Next, we dive into how AI models are built, trained, and fine-tuned. Learn the difference between supervised, unsupervised, and reinforcement learning, and explore concepts like bias, overfitting, underfitting, and analytics types.Then it's time to get practical. Through real-world examples, you'll learn how to use ChatGPT for writing, planning, data generation, image prompting, and even creative tasks. You'll explore prompt engineering, structure design, and how to verify vs. generate information effectively.We go further with advanced topics like Retrieval-Augmented Generation (RAG), embeddings, vector databases, and multimodal and diffusion models. You'll learn where and how ChatGPT gets its information-and how to guide it responsibly.Finally, we address the big questions: ethical use, hallucinations, job impact, privacy, and how to use AI responsibly with human oversight.Each section includes quizzes, use cases, and interactive hands-on demos to ensure your learning sticks.By the end of the course, you'll not only understand how generative AI works-you'll know how to use it confidently and ethically in everyday life and work.Let's demystify AI together!

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