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所在平台: Udemy |
课程主页: https://www.udemy.com/course/aiml-foundations-for-absolute-beginners-agenticai-mlops/
课程评论：没有评论
课程名称：AI/ML基础知识为绝对初学者（AgenticAI + MLOps） 概述：您对机器学习和人工智能感到好奇，但不知道从何开始？那么这门课程是您的完美起点。《机器学习、大语言模型与Agentic AI：初学者概念指南》旨在让您清晰、直观地理解现代人工智能的工作原理，无需任何编码或数学背景。 课程从最基本的概念开始，解释机器学习是什么，它与传统编程的不同之处，以及监督学习、无监督学习和强化学习等学习类型。您还将学习模型是如何构建、评估和改进的，并熟悉常见的算法，如回归、决策树和神经网络，所有内容均以易于理解的方式进行阐述。 随后，我们将进入大型语言模型（LLMs）的激动人心的世界，例如ChatGPT。您将学习LLMs的训练过程、标记和参数的含义，以及诸如“提示工程”和“检索增强生成”（RAG）等技术是如何提升性能的。 最后，我们将介绍新兴的Agentic AI领域，它标志着AI系统可以自主规划、推理、记忆和行动的重大转变。您将探讨代理架构、记忆、规划、多代理协作、现实世界工具以及部署此类系统面临的伦理挑战。 无论您是学生、希望提升技能的专业人士，还是对人工智能的未来充满好奇，这门课程都将为您提供概念上的清晰度和信心，让您在学习旅程中迈出下一步。 课程结束时，您将能够： - 理解核心的机器学习概念和过程 - 熟悉流行的机器学习算法及其目的 - 了解像ChatGPT这样的LLMs是如何工作的 - 理解Agentic AI的独特性和强大之处 - 探索代理的实际工具和使用案例 - 理清MLOps和人工智能伦理等新兴趋势 无须编码，无需前期经验，只需清晰、适合初学者的解释，帮助您自信地探索人工智能的世界。
Curious about Machine Learning and AI but not sure where to start?This course is your perfect entry point."Machine Learning, LLMs & Agentic AI - A Beginner's Conceptual Guide" is designed to give you a clear, intuitive understanding of how modern AI works - without needing any coding or math background.We start from the very basics, explaining what machine learning is, how it's different from traditional programming, and the types of learning like supervised, unsupervised, and reinforcement learning. You'll also learn how models are built, evaluated, and improved, and get familiar with common algorithms like regression, decision trees, neural networks, and more - all explained in a way that's easy to follow.From there, we shift gears into the exciting world of Large Language Models (LLMs) like ChatGPT. You'll learn how LLMs are trained, what tokens and parameters mean, and how techniques like prompt engineering and RAG (Retrieval-Augmented Generation) enhance performance.Finally, we introduce you to the emerging field of Agentic AI - a major shift where AI systems can plan, reason, remember, and act autonomously. You'll explore agent architecture, memory, planning, multi-agent collaboration, real-world tools, and the ethical challenges of deploying such systems.Whether you're a student, a professional looking to upskill, or simply curious about the future of AI - this course will give you the conceptual clarity and confidence to take the next step in your learning journey.By the end of this course, you will:Understand core machine learning concepts and processesGet familiar with popular ML algorithms and their purposeKnow how Large Language Models like ChatGPT workLearn what makes Agentic AI different and powerfulExplore real-world tools and use cases for agentsGain clarity on emerging trends like MLOps and AI ethicsNo coding. No prior experience. Just clear, beginner-friendly explanations to help you confidently explore the world of AI.
