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Undergraduate Courses

Artificial Intelligence Computer Science Mathematics
Artifical Intelligence Project Course Applied Algebraic Topology
Machine Learning Data Visualization Statistics
Neural Networks Capstone Design Real Analysis I
Computer Vision Real Analysis II
Natural Language Processing Mathematics of Data Science

Completed Courses

CSE 5522: Survey of Artificial Intelligence II: Advanced Techniques
"Survey of advanced concepts, techniques, and applications of artificial intelligence, including knowledge representation, learning, natural language understanding, and vision."
CSE 3902: Project: Design, Development, and Documentation of Interactive Systems
"Intensive group project involving design, development, and documentation of an interactive software system, a 2D interactive game; communication skills emphasized; builds programming maturity."
CSE 5523: Machine Learning and Statistical Pattern Recognition
"Introduction to basic concepts of machine learning and statistical pattern recognition; techniques for classification, clustering and data representation and their theoretical analysis."
CSE 5526: Introduction to Neural Networks
"Survey of fundamental methods and techniques of neural networks; single- and multi-layer perceptrons; radial- basis function networks; support vector machines; recurrent networks; supervised and unsupervised learning."
MATH 4570: Applied Algebraic Topology
"The course will serve as an introduction to algebraic topology, with a view toward persistent homology of point clouds for applications to data analysis. In order to keep the material accessible to a wide audience, an emphasis will be placed on homology of simplicial complexes over a field. We will focus on building up intuition about what homology measures through concrete examples. We will then move on to the more specialized notion of persistent homology of persistence modules. Real-world applications to data analysis will be provided."

Future Courses

CSE 5524: Computer Vision for Human-Computer Interaction
"Computer vision algorithms for use in human-computer interactive systems; image formation, image features, segmentation, shape analysis, object tracking, motion calculation, and applications."
CSE 5544: Introduction to Data Visualization
"Principles and methods for visualizing data from measurements and calculations in physical and life sciences, and transactional and social disciplines; information visualization; scientific visualization."
STAT 4202: Introduction to Mathematical Statistics II
"Decision theory, point and interval estimation, Neyman-Pearson lemma, likelihood ratio tests, tests for means, variances, and proportions, nonparametric tests, regression, and ANOVA."
MATH 6211: Real Analysis I
"Measures; integration; introduction to normed linear spaces; introduction to L^p spaces; Fourier analysis; signed measures and differentiation."
CSE 5525: Foundations of Speech and Language Processing
"Fundamentals of natural language processing, automatic speech recognition and speech synthesis; lab projects concentrating on building systems to process written and/or spoken language."
CSE 5914: Capstone Design: Knowledge-Based Systems
"Capstone design project; conceptual and technical design; theory and practice of knowledge-based systems; teamwork, written and oral communication skills."
MATH 6211: Real Analysis II
"Elements of functional analysis; properties and relations of L^p spaces and Fourier analysis; elements of the theory of distributions; selected applications."
MATH 8610: Mathematics of Data Science
(To be released) **Description**