Course ID: | MIST 6380. 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 6380E |
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 |