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所在平台: Udemy |
课程主页: https://www.udemy.com/course/ai-machine-learning-genai-in-a-weekend-for-non-coders/
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**Coursera 课程总结：AI、机器学习和生成式AI周末速成班（零编程基础）** 本课程专为对人工智能（AI）零基础的初学者设计，无需任何编程技能。课程以最简单易懂的方式，深入浅出地介绍了人工智能、机器学习（ML）和生成式AI的核心概念。学习完成后，您将能够自信地与他人讨论AI相关话题。 **课程重点**： * **AI 基础**：全面理解人工智能的根本概念。 * **机器学习入门**：掌握机器学习的核心概念及其与AI的关系。 * **机器学习类型**：深入学习监督学习、无监督学习和强化学习。 * **数据类型**：了解标记数据、非标记数据、结构化数据和非结构化数据的区别。 * **机器学习流程**：熟悉机器学习的各个阶段。 * **模型优化**：理解过拟合与欠拟合问题。 * **自然语言处理（NLP）**：探索NLP的基本原理。 * **人工神经网络**：了解人工神经网络的工作机制。 * **深度学习基础**：触及深度学习的要点。 * **前沿模型**：学习基础模型、大型语言模型（LLMs）和扩散模型。 * **多模态模型**：了解融合多种数据类型的模型。 * **AI 关键术语**：掌握 Token、Embedding、Context Window、Knowledge Cutoff 等概念。 * **生成式AI议题**：深入探讨 Hallucination（幻觉）、Grounding 和 RAG（检索增强生成）。 * **提示工程**：学习关于提示工程的一切必要知识。 **适合人群**： 本课程适合任何希望在无需编程的情况下理解AI的个人，包括： * 希望学习AI基础知识的初学者。 * 正在或计划从事AI相关工作的IT工程师和IT经理。 * 为技术职业生涯做准备，需要AI基础知识的学生。 通过本课程，您将建立起扎实的AI意识，并能够清晰地掌握AI的核心概念和发展前沿。
Learn Artificial Intelligence, Machine Learning and Generative AI in the simplest possible way. Make yourself AI aware. End of this course, you will be in a position to speak AI with othersDesigned for beginners with ZERO knowledge on AI. No Coding skill requiredThis course is designed to cover everything about AI in a high level. It covers all the key concept of AI in a beginners friendly manner with easy to understand examples. You will Learn:Fundamental of Artificial Intelligence, Machine Learning and Generative AI Concept of machine learning and its relation to AISupervised Learning, Unsupervised Learning & Reinforcement Learning in Machine LearningTypes of Data - Labelled Data & Unlabelled DataTypes of Data - Structured Data & Unstructured DataStages in Machine LearningOverfitting & UnderfittingWhat is Natural Language Processing?How Artificial Neural Network works?Foundation Models, Large Language Models, Diffusion ModelsBasic of Deep LearningMulti-modal ModelsToken and Embedding in AIContext Window of a modelKnowledge Cutoff of a modelHallucinationGrounding and RAG in AIAll you need to know about Prompt EngineeringWho Should Take This Course?This course is designed for anyone interested in learning about AI, including:Beginners who wants to understand AI without coding.IT Engineers and IT Managers who is working with AI or planning to work with AIStudents preparing for careers in technology and need basic understanding of AI
