Course ID: | MIST 6380E. 3 hours. |
Course Title: | Advanced Data Management and Analytics |
Course Description: | Provides students with knowledge of emerging technical issues related to data science, along with experience of diverse methods and technologies related to all aspects of data science, from data collection to optimization. |
Oasis Title: | Adv Data Mgmt and Analytics |
Duplicate Credit: | Not open to students with credit in MIST 6380 |
Nontraditional Format: | This course will be taught 95% or more online. |
Prerequisite: | MIST 7600 or MIST 4610 or MIST 4610E |
Grading System: | A-F (Traditional) |
|
Course Objectives: | The goal of this course is for students to be able to apply a range of methods and technologies related to all aspects of data
science from collection to optimization. |
Topical Outline: | Potential topics:
• Data collection
• Warehousing
• Pre-processing and querying
• Mining, cluster analysis, association analytics
• MapReduce, Hadoop
• Out-of-core, online, sampling-based, and approximate learning algorithms
• Model evaluation and applications
• Data streaming
• Simulation
• Optimization |
Honor Code Reference: | UGA Student Honor Code: "I will be academically honest in all of my academic work and will not tolerate academic dishonesty of others." A Culture of Honesty, the University's policy and procedures for handling cases of suspected dishonesty, can be found at www.uga.edu/ovpi. Every course syllabus should include the instructor's expectations related to academic integrity. |