大数据分析与实战

(何翘楚)MIS3012024春 2023春 2022春  
2024春 2023春 2022春
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选课类别:专业任务 教学语言:英文
课程类别:专业核心课 开课单位:信息系统与管理工程系
课程层次:未知 获得学分:3.0
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课程简介(教工部数据)
大数据分析是数据科学与人工智能具体运营的关键,其涵盖的领域广泛,包括概率统计、最优化与运筹学、机器学习、深度学习等,是未来学术研究与产学合作的必备技术之一。数据分析技术是分析和处理大数据的手段和方法,当今大数据作为信息的重要载体在信息化社会扮演着重要的角色。通过研究有关信息获取、信息传输、信息处理与信息控制等核心基础,掌握运用现代计算机工具高效求解科学与工程问题的数学理论与方法。本课程将从实际案例切入,逐步引入大数据分析关键概念。在实践部分通过介绍不同的编程、统计及计量经济学分析模型,并结合Stata和Python的实际操作,深入讲解如何通过数据库、Stata、python进行大数据分析,以此帮助学生更加深入的了解大数据分析,并提升其实际操作能力。


Big data analysis is the key to the specific operations of data science and artificial intelligence. It covers a wide range of fields, including probability statistics, optimization and operations research, machine learning, deep learning, etc. It is one of the necessary technologies for future academic research and industry-university cooperation One. Data analysis technology is a means and method for analyzing and processing big data. Today, big data, as an important carrier of information, plays an important role in the information society. By studying the core foundations of information acquisition, information transmission, information processing and information control, master the mathematical theories and methods for efficiently solving scientific and engineering problems with modern computer tools. This course will start from actual cases and gradually introduce the key concepts of big data analysis. In the practice part, by introducing different programming, statistics and econometric analysis models, combined with the actual operation of Stata and Python, in-depth explanation of how to conduct big data analysis through databases, Stata, and python, so as to help students have a deeper understanding of big data Analyze and improve its practical operation capabilities.
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