/Aalto-Data-Mining

Algorithmic Methods of Data Mining

Primary LanguageJupyter Notebook

CS-E4600 - Algorithmic Methods of Data Mining

Period:

10.09.2018-12.12.2018 Aalto University

Overview

  • Introduction to data mining.
  • Distance functions and embeddings.
  • High dimensional data and dimensionality reduction.
  • Similarity search and locality-sensitive hashing
  • Data-stream computation.
  • Approximation algorithms for clustering problems, such as, k-means and k-median.
  • Graph mining.
  • Graph partitioning and spectral graph analysis.
  • Link analysis and methods for ordering data.

Textbook

http://infolab.stanford.edu/~ullman/mmds.html

Should I take this course?

Yes. Best course in Aalto as I have heard.

Tips

Homeworks are time consuming and tough. There were a handful of plagiarism cases.