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APDIO’s Tutorial The Interplay between Machine Learning and Mathematical Optimization Cristina Molero September 17, 2024 Location: Faculty of Sciences of the University of Porto (Rua do Campo Alegre 1021 1055, 4169-007 Porto, Edifício FC6) Date: Tuesday, September 17, 2024 Time: 10:00 am – 1:00 pm Following the workshop “Bridging the Gap: APDIO's Workshop on OR and AI” on Monday, September 16, APDIO will host a tutorial by Cristina Molero on Tuesday, September 17, titled "The Interplay between Machine Learning and Mathematical Optimization”. In this tutorial, the use of mathematical optimization to support the construction of machine learning models will be explored, including: - Classification and regression trees - Ensemble methods - Rule sets - Risk scores - Clustering methods If time permits, we will also discuss how machine learning can be used to solve mixed-integer nonlinear optimization problems. Target audience: master and PhD students in optimization, artificial intelligence and related areas Requirements: basic knowledge on optimization and machine learning Registration until September 6. A confirmation e-mail will be sent on September 9, due to limited availability for the Tutorial: |
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