Education

This is a list of courses offered across different departments at the University of Minnesota, related to sensing, analytics, and inverse problems. Many of the courses were taken from the list on the MS in Data Science website, additional courses were also added. Any suggestions for adding/removing courses to this list should be sent to Vuk Mandic.

 

Statistics

  •  STAT 5101/5102 - Theory of Statistics I & II
  •  STAT 5302 - Applied Regression Analysis
  •  STAT 5511 - Time Series Analysis
  •  STAT 5401 - Applied Multivariate Methods
  •  STAT/AST 5731 - Bayesian Astrostatistics
  •  STAT 8051 - Applied Statistical Methods 1: Computing and Generalized Linear Models
  •  PUBH 7440 - Introduction to Bayesian Analysis
  •  STAT 8101/8102 - Theory of Statistics I & II
  •  PUBH 8401 - Linear Models
  •  PUBH 8432 - Probability Models for Biostatistics
  •  PUBH 7405 - Biostatistics Regression
  •  PUBH 7430 - Statistical Methods for Correlated Data
  •  PUBH 7440 - Introduction to Bayesian Analysis
  •  PUBH 7460 - Advanced Statistical Computing
  •  PUBH 8429 - Probability Models for Biostatistics
  •  PUBH 8442 - Bayesian Decision Theory
  •  EE 5531 Probability and Stochastic Processes
  •  EE 8581 - Detection and Estimation Theory

 

Algorithmics

  •  CSCI 5521 - Introduction to Machine Learning (formerly Pattern Recognition) 
  •  CSCI 5523 - Introduction to Data Mining
  •  CSCI 5525 - Machine Learning
  •  EE 8591 - Predictive Learning from Data
  •  PUBH 7475 - Statistical Learning and Data Mining
  •  CSCI 5302 - Analysis of Numerical Algorithms
  •  CSCI 5304 - Computational Aspects of Matrix Theory
  •  CSCI 5511 - Artificial Intelligence I
  •  CSCI 5512 - Artificial Intelligence II
  •  CSCI 5609 - Visualization (renumbered from CSci 5109)
  •  CSCI 8314 - Sparse Matrix Computations
  •  CSCI/PHYS/AST 8581 - Big Data in Astrophysics
  •  EE 5239 - Introduction to Nonlinear Optimization
  •  EE 5251 - Optimal Filtering and Estimation
  •  EE 5542 - Adaptive Digital Signal Processing
  •  EE 5551 - Multiscale and Multirate Signal Processing
  •  EE 5561 - Image Processing and Applications
  •  EE 5581 - Information Theory and Coding
  •  EE 5585 - Data Compression
  •  EE 8231 - Optimization Theory
  •  IE 5531 - Engineering Optimization I
  •  IE 8534 - Advanced Topics in Operations Research
  •  CEGE 5342 - Introduction to Inverse Problems

 

Infrastructure and Large Scale Computing

  •  CSCI 5105 - Introduction to Distributed Systems
  •  CSCI 5451 - Introduction to Parallel Computing: Architectures, Algorithms, and Programming
  •  CSCI 5707 - Principles of Database Systems
  •  CSCI 5708 - Architecture and Implementation of Database Management Systems
  •  CSCI 8980 - Topic: Cloud Computing/Big Data (temporary until developed into a regular class)
  •  EE 5351 - Applied Parallel Programming
  •  EE 8367/CSCI 8205 - Parallel Computer Organization
  •  CSCI 5103 - Operating Systems
  •  CSCI 5211 - Data Communications and Computer Networks
  •  CSCI 5231 - Wireless and Sensor Networks
  •  CSCI 5271 - Introduction to Computer Security
  •  CSCI 5715 - From GPS and Virtual Globes to Spatial Computing
  •  CSCI 5751 - Big Data Engineering and Architecture
  •  CSCI 5980 - Topic: Big Data Engineering and Analytics (now CSci 5751)
  •  CSCI 8980 - Topic: Advanced Topics in Distributed Systems (Spring 2018)
  •  CSCI 8701 - Overview of Database Research
  •  CSCI 8715 - Spatial Databases and Applications
  •  CSCI 8725 - Databases for Bioinformatics
  •  EE 5371 - Computer Systems Performance Measurement and Evaluation
  •  EE 5381 - Telecommunications Networks
  •  EE 5501 - Digital Communication 

 

Other

  • CSCI 5106 - Programming Languages
  • CSCI 5123 -  Recommender Systems
  • CSCI 5421 - Advanced Algorithms and Data Structures
  • CSCI 5461 - Functional Genomics, Systems Biology, and Bioinformatics
  •  CSCI 5561 - Computer Vision
  •  CSCI 8271 - Security and Privacy in Computing
  •  CSCI 8363 - Numerical Linear Algebra in Data Exploration
  •  GEOG 8920 - Urban Mobility & Accessibility
  •  IE 8535 - Introduction to Network Science
  •  PUBH 7445 - Statistics in Genetics and Molecular Biology
  •  PUBH 8445 - Statistical Genetics I
  •  PUBH 8446 - Statistical Genetics II
  •  PUBH 8472 - Spatial Biostatistics
  •  MATH 5467-Introduction to the Mathematics of Image and Data Analysis