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 |

- 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."

- 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**