此次暑期交流为期3个月，最低月薪1510欧元。申请截至日期为2020年2月7日，对此项目感兴趣的同学请尽快联系杨志荣教授（zhirong.yang@ntnu.no）。

Aalto University in Finland is calling for summer students. See the link below for general information. The summer intern will take place from June to August. Minimum monthly salary is 1510 EUR.

https://www.aalto.fi/en/aalto-sc ... nternship-programme

Although the official deadline has passed, there is a chance for an extra project with Prof. Zhirong Yang. The project description is below. If you are interested, please submit your application to zhirong.yang@ntnu.no. The application deadline is February 7, 2020.

Project: Visualization-Aided Cluster Analysis
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Cluster analysis is one of the the fundamental tasks in machine learning and data mining. It is used in a wide range of applications such as biology, medicine, world wide web, chemistry, climatology, finance, and social science. In practice, data is often distributed in curved manifolds and the number of clusters is unknown. Conventional clustering methods do not handle such situations. In the project we will attack the problem by using visualization techniques, especially modern nonlinear dimensionality reduction, to facilitate human in the loop of cluster discovery.

This is a research oriented topic. The student will practice state-of-the-art machine learning methods including stochastic neighbor embedding, nonnegative matrix factorization, large-scale and non-convex optimization as well as their software development in Python or Matlab. Good programming and university mathematics are required. 返回小木虫查看更多