MS with Major in Data Science and Analytics - Data Science and Engineering (DSAL) Concentration
Students enrolled in this concentration will take three core courses:
- CAP 5768 Introduction to Data Science
- CAP 6673 Data Mining and Machine Learning
- STA 5195 Biostatistics, or
ISM 6404 Introduction to Business Analytics & Big Data, or
POS 6934 Special Topics (Quantitative Methods)
Complete four concentration courses with prefix “CAP.” Can also take CEN 6405 Computer Performance Modeling as one of the four concentration courses.
Complete three elective courses (9crs) from the list below if Non-Thesis option. Complete one course (3 crs) from the list below if Thesis option.
Database and Cloud Computing
- CDA 6132 Multiprocessor Architecture
- CEN 5086 Cloud Computing
- COP 6726 New Directions in Database Systems
- COP 6731 Theory and Implementation of Database Systems
- ISM 6217 Database Management Systems
Data Mining and Machine Learning
- CAP 5615 Introduction to Neural Networks
- CAP 6546 Data Mining for Bioinformatics
- CAP 6618 Machine Learning for Computer Vision
- CAP 6619 Deep Learning
- CAP 6629 Reinforcement Learning
- CAP 6635 Artificial Intelligence
- CAP 6673 Data Mining and Machine Learning
- CAP 6778 Advanced Data Mining and Machine Learning
- CAP 6776 Information Retrieval
- CAP 6777 Web Mining
- CEN 6405 Computer Performance Modeling
- ISM 6136 Data Mining and Predictive Analytics
Data Security and Privacy
- CIS 6370 Computer Data Security
- CTS 6319 Cyber Security: Measurement and Data Analysis
- ISM 6328 Management of Information Assurance and Security
- MAD 5474 Introduction to Cryptology and Information Security
- MAD 6478 Cryptanalysis
- PHY 6646 Quantum Mechanics/Computing 2
Scientific Applications and Modeling
- GIS 6028C Photogrammetry & Aerial Photography Interpretation
- GIS 6032C LiDAR Remote Sensing and Applications
- GIS 6061C Web GIS
- GIS 6112C Geospatial Databases
- GIS 6127 Hyperspectral Remote Sensing
- GIS 6306 Spatial Data Analysis
- PHY 6938 Quantum Information Processing
- PHZ 5156 Computational Physics
- PHZ 7609 Numerical Relativity
Social Data Science
- ANG 6090 Advanced Anthropological Research 1
- ANG 6092 Advanced Anthropological Research 2
- ANG 6486 Quantitative Reasoning in Anthropological Research
- CAP 6315 Social Networks and Big Data Analytics
- COM 6316 Quantitative Communications Research
- POS 6934 Quantitative Methods
- POS 6736 Research Design in Political Science
- SYA 6305 Seminar in Advanced Research Methods
Statistics and Data Applications
- BSC 6459 Biomedical Data and Informatics
- MTG 6329 Applied Computational Topology
- STA 5195 Biostatistics
- STA 6106 Statistical Computing
- STA 6177 Survival Analysis
- STA 6197 Biostatistics – Longitudinal Data Analysis
- STA 6207 Applied Statistical Methods
- STA 6208 Regression Analysis
- STA 6326 Mathematical Statistics
- STA 6857 Applied Time Series Analysis
Business Analytics
- CAP 6315 Social Networks and Big Data Analytics
- CAP 6780 Big Data Analytics with Hadoop
- CAP 6807 Computational Advertising & Real-time Data Analytics
- ISM 6136 Data Mining and Predictive Analytics
- ISM 6217 Database Management Systems
- ISM 6404 Introduction to Business Analytics and Big Data
- ISM 6405 Advanced Business Analytics
- ISM 6555 Social Media and Web Analytics
- QMB 6303 Data Management and Analysis with Excel
- QMB 6603 Data Analysis for Manager