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COMP 7611 - Selected Topics in Computer Systems - Data Mining

Computer Systems Part-time Studies Course

School of Computing and Academic Studies

Course Details

There is a wealth of information stored in each organization's operational data store, with an increasing demand to mine that data and use it for competitive advantage. Data Mining/Business Intelligence enables organizations to move from merely good to great by supporting better business decision making. Course participants will gain an understanding of the principles of data mining and the various techniques and algorithms through classroom instructions and by conducting a research paper in data mining / business intelligence technology. Through participation in a group project, students are exposed to hands-on experience of designing and using a data mining tool to consolidate their learning experience. Some of the Data Mining predictive and inference techniques learned in the course can apply to Big Data and Data Science. The course is divided into three main components: (1) Understanding of knowledge discovery, business intelligence, data mining concepts, techniques, selected algorithms and associated applications, as well as overview of the underlying large data storage architecture such as data warehouse and data mart; (2) Participation in a group project in design and building a model using a business intelligence data mining tool; (3) Conduct an individual research paper on a data mining algorithm and/or tool for a business application. ​

Credits

3.0

This course isn't currently offered through BCIT Part-time Studies. Please check back next term, subscribe to receive email updates or contact us with your comments or questions.

Learning Outcomes

Upon successful completion of this course, the student will be able to:

  • Discuss business intelligence / data mining applications and related issues.
  • Prepare and preprocess data for data mining using techniques such as aggregation, sampling, dimensionality reduction, subset selection, discretization, binarization and variable transformation.
  • Identify the use of appropriate measures of similarity and dissimilarity between data objects.
  • Describe knowledge discovery, business intelligence and the various data mining concepts and algorithms, such as classification, association, clustering and anomaly detection.
  • Apply appropriate model/non-model base and algorithm using a data mining tool.
  • Explain key architecture components and issues of large data stores.
  • Design and implement a data mining group project from end-to-end.
  • Conduct an individual research paper on a data mining algorithm and/or tool for a business application.

Effective as of Fall 2018

Related Programs

COMP 7611 is offered as a part of the following programs:

School of Computing and Academic Studies

  1. Computer Systems (Database Option)
    Part-time   Bachelor of Technology
  2. Computer Systems (Human Computer Interface Option)
    Part-time   Bachelor of Technology
  3. Computer Systems (Network Security Administration Option)
    Part-time   Bachelor of Technology
  4. Computer Systems (Network Security Applications Development Option)
    Part-time   Bachelor of Technology
  5. Computer Systems (Wireless and Mobile Applications Development Option)
    Part-time   Bachelor of Technology

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The personal information on this form is collected under the authority of the College and Institute Act (RSBC 1996, Ch.52). BCIT will use this information to communicate with you regarding relevant BCIT programs, courses and services. This information is only used by authorized BCIT staff. Email communication sent to and from BCIT is routed through the United States of America. If you have any questions about BCIT's collection and use of this information, please contact BCIT’s manager of Information Access and Privacy.

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