数据科学分析的机器学习

Machine Learning for Data Science and Analytics

Learn the principles of machine learning and the importance of algorithms.

哥伦比亚大学

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数据科学分析的机器学习
  • 分类: 计算机
  • 平台: edX
  • 语言: 英语

About this course

Machine Learning is a growing field that is used when searching the web, placing ads, credit scoring, stock trading and for many other applications.

This data science course is an introduction to machine learning and algorithms. You will develop a basic understanding of the principles of machine learning and derive practical solutions using predictive analytics. We will also examine why algorithms play an essential role in Big Data analysis.

This is the second course in the three-part Data Science and Analytics XSeries.

What you’ll learn

● What machine learning is and how it is related to statistics and data analysis
● How machine learning uses computer algorithms to search for patterns in data
● How to use data patterns to make decisions and predictions with real-world examples from healthcare involving genomics and preterm birth
● How to uncover hidden themes in large collections of documents using topic modeling
● How to prepare data, deal with missing data and create custom data analysis solutions for different industries
● Basic and frequently used algorithmic techniques including sorting, searching, greedy algorithms and dynamic programming

Meet the instructors

Ansaf Salleb-Aouissi
Series Creator
Columbia University

Cliff Stein
Professor of IEOR and of Computer Science
Columbia University

David Blei
Professor of Computer Science and Statistics
Columbia University

Itsik Peer
Associate Professor of Computer Science
Columbia University

Mihalis Yannakakis
Professor of Computer Science
Columbia University

Peter Orbanz
Assistant Professor of Statistics
Columbia University

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