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Bo Yuan, Juan He, Zhi Wang, and Chun Yuan

现如今,数据无时无刻在影响着我们每天的生活。“数据科学”,是一门与数据打交道的艺术,是能够助力你在未来的职业生涯中(金融、电讯、信息技术、互联网、人工智能、教育、运输以及医疗等)走的更远的核心技能。

在这个简明而全面的项目中,您将对数据分析有一个完整的了解,并对如今最前沿的数据挖掘算法以及系统有一个很好的理解。不仅如此,你还能够在第一时间实际应用这些先进技术。最重要的是,数据科学项目为所有想要在就业市场中具有更强的竞争力,为未来学习铺设更加坚实道路的学习者起到一个良好开端的作用。

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现如今,数据无时无刻在影响着我们每天的生活。“数据科学”,是一门与数据打交道的艺术,是能够助力你在未来的职业生涯中(金融、电讯、信息技术、互联网、人工智能、教育、运输以及医疗等)走的更远的核心技能。

在这个简明而全面的项目中,您将对数据分析有一个完整的了解,并对如今最前沿的数据挖掘算法以及系统有一个很好的理解。不仅如此,你还能够在第一时间实际应用这些先进技术。最重要的是,数据科学项目为所有想要在就业市场中具有更强的竞争力,为未来学习铺设更加坚实道路的学习者起到一个良好开端的作用。

清华大学是中国的顶尖学府,并在世界高校中名列前茅。成立于2001年的清华大学深圳研究生院旨在将清华大学的研究力量与深圳先进的信息技术以及繁荣的互联网产业相结合进行高级研究生培训。

Data is becoming ubiquitous in the everyday life and greatly affecting the way that we interact with the surrounding world. Data Science, the art of working with data, represents an essential skill for empowering your future career in finance, telecommunication, IT, Internet, AI, consulting, education, transportation, healthcare and so on.

In this concise yet comprehensive program, you will gain a complete picture of data analytics and a good understanding of popular data mining algorithms and systems. You will also have the first-hand experience of implementing and applying these techniques. Most importantly, the program will serve as a good starting point for anyone interested in becoming competitive in the job market and pave a solid road for you to continue your future education.

Tsinghua University is one of the very top universities in China and is also highly ranked in the world. Founded in 2001, its Graduate School at Shenzhen is aimed at high quality research student training by combining the research strength of Tsinghua University and the booming IT & Internet industry in Shenzhen, one of the most innovative cities in China.

What you'll learn

  • 数据分析的主要概念以及技术
  • 与数据相关的知识产权
  • 如何利用高级计算机系统有效的管理大型数据
  • 如何将复杂的数据集可视化

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What's inside

Three courses

Data Mining: Theories and Algorithms for Tackling Big Data | 数据挖掘:理论与算法

(56 hours)
本课程完整覆盖数据挖掘领域的各项核心技术,包括数据预处理、分类、聚类、回归、关联、推荐、集成学习、进化计算等。强调在知识的广度、深度和趣味性之间寻找最佳平衡点,在生动幽默中讲述数据挖掘的核心思想、关键技术以及一些在其它相关课程和教科书中少有涉及的重要知识点。

Data Science: A New Way of Thinking | 数据科学导论

(64 hours)
作为数据科学的试点课程和认知课程,本课程致力于通过生动的教学模式,从工程技术、法律规范和应用实践等不同角度,为学生普及与数据挖掘和大数据相关的基础知识、核心概念和思维模型,勾勒数据科学的美好蓝图。本课程适合对数据科学这一迷人领域感兴趣的各专业背景的高校学生。现有的在线数据科学课程主要集中在学习特定算法等纯技术内容。相比之下,数据科学是一个应用导向、高度交叉学科的领域,需要来自多个领域的系统化知识。除了算法学习,学生还需要认识到人们在现实世界中可能面临的挑战以及数据与人类社会的关系。本课程旨在全面了解大数据时代的关键问题,提升数据意识,帮助学生为后续数据科学课程打下坚实的基础。

Advanced Big Data Systems | 高级大数据系统

(64 hours)
本课程将重点讲解高级大数据系统的实现、优化和应用,包括分布式文件系统、MapReduce/Spark、Storm/Spark streaming、Mahout等系统的原理、实现、策略优化。近年来,人工智能技术正在快速地渗透进各个不同领域。因大数据系统是当今数据驱动人工智能的基础,而变得至关重要。本课程旨在引导学生了解大数据系统的基本概念,包括如何有效地存储、处理和分析数据。

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