Loyola University Maryland

Data Science

Master of Science in Data Science Curriculum

All coursework offered at Columbia Graduate Center. Most courses are hybrid. This will mean that some weeks will substitute synchronous in classroom learning for asynchronous out-of-classroom learning.

The program consists of 10 (or 11) courses. The requirements include the following. 

 Technical Specialization

Analytics Specialization 

  • Four (or five) core courses in business, statistics, and computer science. 
  • Two additional statistics courses (one required, one elective)
  • Two additional computer science courses (one required, one elective)
  • An elective from statistics, computer science, or business. 
  • A technical capstone project. 
  • Five core courses in business, statistics, and computer science. 
  • Two additional computer science courses;
  • Two elective courses from statistics, computer science, or business. 
  • A technical capstone project. 

For course descriptions, please see the Graduate Catalog.

Core

  • CS701 Introduction to Programming for Data Science (waiveable)
  • CS703 Programming for Data Science (taught by CS faculty)
  • ST710 Statistical Computing (taught by Statistics faculty)
  • DS730 Introduction to Data Science (taught by IS faculty)
  • DS851 Business Intelligence and Data Mining (taught by IS faculty)

Additional Required Courses

  • CS737 Machine Learning (for technical specialization)
  • ST765 Linear Statistical Models (for technical specialization)
  • DS795/796 Data Science Project

Computer Science Elective Courses

  • CS745 Multimedia data analysis and mining
  • CS746 Data Visualization
  • CS750 Special Topics in Computer Science
  • CS751 Independent Study  
  • CS765 Database Retrieval
  • CS766 Information Retrieval and Natural Language Processing

Statistics Elective Courses

  • ST767 Multivariate Analysis
  • ST775 Generalized Linear Models and Multilevel Models
  • ST776 Bayesian Inference
  • ST778 Time Series
  • ST791 Special Topics in Statistics
  • ST792 Independent Study

Business Elective Courses

  • GB700 Ethics and Social Responsibility
  • GB732 Data Management and Governance
  • GB733 Enterprise Systems
  • GB/DS736 Data Visualization for Decision Making
  • GB852 Advanced Analytics
  • GB853 Social Media and Web Mining
  • GB735 Project Management