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  • Contact Info
Publications in VIVO
 

Monteleoni, Claire Elizabeth Associate Professor

Positions

Research

keywords

  • Machine Learning, Artificial Intelligence, Climate Informatics, Big Data, Climate Science, Climate Change

Publications

Teaching

courses taught

  • CSCI 4622 - Machine Learning
    Primary Instructor - Fall 2019
    Introduces students to tools, methods, and theory to construct predictive and inferential models that learn from data. Focuses on supervised machine learning technique including practical and theoretical understanding of the most widely used algorithms (decision trees, support vector machines, ensemble methods, and neural networks). Emphasizes both efficient implementation of algorithms and understanding of mathematical foundations.
  • CSCI 5622 - Machine Learning
    Primary Instructor - Fall 2018
    Trains students to build computer systems that learn from experience. Includes the three main subfields: supervised learning, reinforcement learning and unsupervised learning. Emphasizes practical and theoretical understanding of the most widely used algorithms (neural networks, decision trees, support vector machines, Q-learning). Covers connections to data mining and statistical modeling. A strong foundation in probability, statistics, multivariate calculus, and linear algebra is highly recommended.
  • CSCI 7000 - Current Topics in Computer Science
    Primary Instructor - Spring 2019 / Spring 2020
    Covers research topics of current interest in computer science that do not fall into a standard subarea. May be repeated up to 8 total credit hours.

Background

International Activities

global connections related to teaching and scholarly work (in recent years)