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TsinghuaX: Big Data Machine Learning | 大数据机器学习


Big Data Machine Learning | 大数据机器学习
16 weeks
3–5 hours per week
Progress at your own speed
This course is archived
Future dates to be announced

About this course

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  1. 统计学习的基本理论
  2. .机器学习的基本方法
  3. 深度学习的理论和方法

An ongoing challenge for machine learning is how to deal with big data. At present, the problem of machine learning dealing with large-scale data is widespread. How to propose a machine learning algorithm to meet the needs of big data processing is a hot research topic in the big data era. The course " Big Data Machine Learning" is a basic theory course for senior undergraduates and postgraduates in information science department. Its purpose is to cultivate students' comprehensive ability to understand the theoretical basis of Big Data Machine Learning, master the methods of Big Data Machine Learning firmly, and solve practical problems. This course focuses on the methodsof machine learning and deep learning, and aims to realize the application of big data machine learning. The main contents of the course include:

  1. The basic theories of statistical learning
  2. The basic methods of machine learning
  3. The theories and methods of deep learning

At a glance

  • Language: 中文
  • Video Transcript: 中文
  • Associated programs:
  • Associated skills:Machine Learning, Big Data, Machine Learning Algorithms, Deep Learning

What you'll learn

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  1. 大数据机器学习的基本概念
  2. 大数据机器学习的技术以及原理
  3. .机器学习以及深度学习的算法

  4. Basic concepts of Big Data Machine Learning

  5. Principles and techniques of Big Data Machine Learning

  6. Algorithms of machine learning and deep learning

Who can take this course?

Unfortunately, learners residing in one or more of the following countries or regions will not be able to register for this course: Iran, Cuba and the Crimea region of Ukraine. While edX has sought licenses from the U.S. Office of Foreign Assets Control (OFAC) to offer our courses to learners in these countries and regions, the licenses we have received are not broad enough to allow us to offer this course in all locations. edX truly regrets that U.S. sanctions prevent us from offering all of our courses to everyone, no matter where they live.

This course is part of数据科学 | Data Science Professional Certificate Program

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Expert instruction
6 skill-building courses
Progress at your own speed
2 years
3 - 5 hours per week

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