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所在平台: Udemy |
课程主页: https://www.udemy.com/course/data-mining-and-ai-algorithms/
课程评论：没有评论
课程名称：数据挖掘与人工智能算法 课程概述： 本课程深入探讨了数据挖掘的核心技术，无需编程语言或工具。课程旨在以简单易懂的方式讲解这些技术，并说明它们如何改变我们的工作方式。掌握这些基础知识对于理解和应用人工智能至关重要。 课程重点： * **概念性讲解：** 侧重于深入理解各项数据挖掘技术的核心概念。 * **手动计算：** 使用小型数据集，让学习者能够手动进行计算，亲身体验算法的运作。 * **两大核心技术：** 重点讲解关联挖掘（Association Mining）和聚类（Clustering），并涵盖分类（Classification）技术。 * **模拟：** 讨论与模拟（Simulation）相关的问题，但不过多深入技术细节。 * **持续开发：** 本课程仍在开发中，目前满足部分学生需求，未来将不断完善。 学习目标： * 理解数据挖掘的基本原理。 * 掌握聚类、关联和分类等关键数据挖掘技术。 * 了解这些技术在构建智能系统中的作用。 * 认识到数据挖掘知识对于企业实施人工智能的重要性。 互动与支持： * 欢迎提问，通过系统消息与讲师沟通，优先解决紧急需求。
This course discusses some of the most important Data Mining Techniques without use of any programming language or tool. These techniques provide the foundation of intelligent system. The focus is on learning the concepts in simple way and understanding how these techniques can change the way we do our work. This knowledge is necessary to be able to take advantage of AI implementation in the organization.This course focusses on conceptual discussions and tries to go deep into the concepts. Small datasets have been used so that one can do the computations manually and get the feel of various algorithms. We have discussed some fine points of Association Mining and Clustering here. Few questions related to Simulation too have been discussed without having much discussion about the techniques. As we are building this course, we are giving priority to some immediate requirements.We first aim to do the three important data mining techniques - Clustering, Association and Classification in detail. This course is being developed. At present, it is meeting partial requirement of a set of students in a particular course. If you are not from that course and enrol here, you get the feel of what we aim at. We will built it over coming few months.You can ask questions. Or, if there is any urgent need, please message me through the system. Those needs can be taken care on priority.
