Attacking machine learning algorithms with optimization
Program Director UROP
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- Project Offer-Number:
- UROP International
- Organisation unit:
- Operations Research
- Language Skills:
- English or German
- Computer Skills:
- strong data and implementation skills required
In the era of ubiquitous availability of data, machine learning gained renewed interest in order to "make sense" of them. Many machine learning tasks bear in fact an optimization component; one is looking for a best classification, a best clustering, or a best explanation, etc. We would like to extract and formulate these tasks as optimization models (like integer programs) and try to solve them as such.
A concrete machine learning approach (like using a support vector machine, looking a clustering algorithms, etc.) will be considered, the optimization problem extracted, a mathematical optimization model formulated, and solved. This may require exploiting a (to be identified) mathematical structure of the machine learning task.
A strong general computer affinity (scripting languages, data bases, etc.) is very welcome; knowledge in machine learning and/or mathematical optimization should be at least basic