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所在平台: Udemy |
课程主页: https://www.udemy.com/course/2020-intro-to-agent-based-modeling-simulation-ai-in-netlogo/
课程评论：没有评论
## 2024 Agent-Based Modeling & Simulation AI in NetLogo 课程总结 本课程面向希望探索机器学习之外的另一种强大人工智能范式——**基于智能体建模（Agent-Based Modeling, ABM）**的学习者。ABM 教学的基石在于让“智能体”在环境中进行交互，从而观察由此产生的涌现行为，其**易学性**是其一大亮点，即使没有数学背景也能创造出令人惊叹的模拟。 **课程内容涵盖：** * **ABM 理论基础：** 深入理解基于智能体的建模原理和理念。 * **动手实践项目：** 通过一个实际的项目，例如**模拟病毒传播**，让学员掌握 ABM 的实际应用。 * **模拟叙事：** 学习如何利用模拟来讲述故事，增强理解和沟通。 * **在线模拟：** 探索在网络环境中进行模拟的可能性。 * **NetLogo 编程：** 课程将使用 NetLogo，这是目前最流行且功能强大的 ABM 开发环境之一。 **学习 ABM 的优势：** * **简单易学：** 相较于机器学习，ABM 的入门门槛更低。 * **广泛应用：** 能够模拟社会现象（如病毒传播、人群互动）、生态系统（如火势蔓延）、化学过程、物理现象等。 * **深刻洞察：** ABM 能够带来新的、令人兴奋的社会科学见解。 **学习建议：** * **积极动手：** 亲手编写代码是学习编程的关键。 * **做好笔记：** 结合提供的演示文稿进行手写笔记，有助于深入理解。 * **调整语速：** 观看视频时，可以尝试将讲座速度调至 1.5 倍，编码部分调至 1.25-1.5 倍，以提高学习效率。 * **踊跃提问：** 在讨论区积极提问，与讲师和其他学员互动，以获得更全面的帮助。 如果你渴望迎接新的挑战，学习一种前所未有的强大 AI 技术，那么这门课程将是你的理想选择。
When people talk about artificial intelligence, they usually talk about machine learning.Most people have not heard about Agent-Based modeling AI. That is a pity.Agent-Based modeling is much simpler than machine learning. You basically just let agents interact in an environment and watch for any emergent behavior. You practically do not have to have any math background and you are able to create amazing things.You can simulate society ( e.g. spread of virus, interaction of groups of people, of different individuals.), ecology (spread of fire).you can simulate chemical processes, physical phenomenons and more...Doesn't that sound amazing? ( PS: simulating a society is a way to understand it )As you'll learn in this course, the Agent-Based modeling AI paradigm is very different from Machine learning. It's even led to new and amazing insights in social sciences.We will program in NetLogo language which is one of the most popular and poweful environment.What is covered in this course?Agent-Based Modeling theory1 Practical hands-on project ( we will simulate spread of a virus )Storytelling with simulationOn-Website simulation If you're ready to take on a brand new challenge, and learn about powerful AI technique that you've never seen before in any kind of machine learning, then this course is for you!See you in class!TIPS (to get through the course):Take handwritten notes. I will provide my presentations. This will help you understand. Lectures - 1.5x speed, Coding - 1.25-1.5x speedWrite code yourself, don't just sit there and look at my code. You learn coding by.coding.:)Ask lots of questions on the discussion board. The more the better! I will answer them.
