About this Specialization
The Data Mining Specialization teaches data mining techniques for both structured data which conform to a clearly defined schema, and unstructured data which exist in the form of natural language text. Specific course topics include pattern discovery, clustering, text retrieval, text mining and analytics, and data visualization. The Capstone project task is to solve real-world data mining challenges using a restaurant review data set from Yelp. Courses 2 - 5 of this Specialization form the lecture component of courses in the online Master of Computer Science Degree in Data Science. You can apply to the degree program either before or after you begin the Specialization.
| From | University of Illinois at Urbana-Champaign via Coursera |
|---|---|
| Hours | 144 |
| Instructors | John C. Hart, ChengXiang Zhai, Jiawei Han |
| Language | English |
| Subjects | Data Science Mathematics Programming |
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Careers
An overview of related careers and their average salaries in the US. Bars indicate income percentile (33rd - 99th).
Data Mining Specialist/Data Analyst $50k
Coal Mining $71k
HR Analyst, Analytics & Data Mining $72k
Supervisor Mining Engineer $87k
Mining Operator $87k
Mining Account Manger $92k
Mining Specialist $94k
Data Analyst, Analytics and Data Mining Manager $107k
Data Mining and Analytics Engineer-Cyber $107k
Data Mining $118k
Data Mining & Analytics Engineer (Cyber) $123k
Search and Data Mining Engineer $183k
Courses in this Specialization
Listed in the order in which they should be taken
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Jun |
Learn the general concepts of data mining along with basic methodologies and applications. Then dive into one subfield in data mining: pattern discovery. Learn in-depth concepts,... Coursera | University of Illinois at Urbana-Champaign |
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Jun |
Text Retrieval and Search Engines Recent years have seen a dramatic growth of natural language text data, including web pages, news articles, scientific literature, emails, enterprise documents, and social media... Coursera | University of Illinois at Urbana-Champaign |
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Jul |
This course will cover the major techniques for mining and analyzing text data to discover interesting patterns, extract useful knowledge, and support decision making, with an... Coursera | University of Illinois at Urbana-Champaign |
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Jun |
Pattern Discovery in Data Mining Learn the general concepts of data mining along with basic methodologies and applications. Then dive into one subfield in data mining: pattern discovery. Learn in-depth concepts,... Coursera | University of Illinois at Urbana-Champaign |
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Jul |
Cluster Analysis in Data Mining (You were viewing this course) Discover the basic concepts of cluster analysis, and then study a set of typical clustering methodologies, algorithms, and applications. This includes partitioning methods such as... Coursera | University of Illinois at Urbana-Champaign |
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Jul |
Note: You should complete all the other courses in this Specialization before beginning this course. This six-week long Project course of the Data Mining Specialization will... Coursera | University of Illinois at Urbana-Champaign |
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| From | University of Illinois at Urbana-Champaign via Coursera |
|---|---|
| Hours | 144 |
| Instructors | John C. Hart, ChengXiang Zhai, Jiawei Han |
| Language | English |
| Subjects | Data Science Mathematics Programming |
Careers
An overview of related careers and their average salaries in the US. Bars indicate income percentile (33rd - 99th).
Data Mining Specialist/Data Analyst $50k
Coal Mining $71k
HR Analyst, Analytics & Data Mining $72k
Supervisor Mining Engineer $87k
Mining Operator $87k
Mining Account Manger $92k
Mining Specialist $94k
Data Analyst, Analytics and Data Mining Manager $107k
Data Mining and Analytics Engineer-Cyber $107k
Data Mining $118k
Data Mining & Analytics Engineer (Cyber) $123k
Search and Data Mining Engineer $183k
Similar Courses
Sorted by relevance
