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Selected Topics in Computer Systems - Data Mining COMP 7611

Computer Systems Part-time Studies Course

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. ​

Prerequisite(s)

  • No prerequisites are required for this course.

Credits

3.0

Not offered this term
This course is not offered this term through BCIT Part-time Studies. Please check back next term or subscribe to receive email updates.

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

Selected Topics in Computer Systems - Data Mining (COMP 7611) is offered as a part of the following programs:

School of Computing and Academic Studies

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

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  • Privacy Notice: The information you provide will be used to respond your request for BCIT course information and is collected under Section 26(c) of the Freedom of Information and Protection of Privacy Act (FIPPA). For more information about BCIT’s privacy practices contact: Associate Director, Privacy, Information Access & Policy Management, British Columbia Institute of Technology, 3700 Willingdon Ave. Burnaby, BC V5A 3H2, email: privacy@bcit.ca.