CS Department > Lemiesz > AAD 2024 > Materiały

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Książki

• An Introduction to Statistical Learning with Applications in Python
  by G. James , D. Witten , T. Hastie , R. Tibshirani , J. Taylor, 2023
• The Elements of Statistical Learning
  by T. Hastie, R. Tibshirani, J. Friedman. 2009
• Introduction to Data Mining
  by P. Tan, M. Steinbach, V. Kumar, 2014
• Data Science in Theory and Practice: Techniques for Big Data Analytics and Complex Data Sets
  by M. Mariani, O. Tweneboah, M. Beccar-Varela, 2022
• ...

Prace

• Frequent item set mining
  by Christian Borgelt, 2012
• Do we Need Hundreds of Classifiers to Solve Real World Classification Problems?
  by M. Delgado, E. Cernadas, S. Barro, 2014
• Isolation Forest
  by F. Liu, K. Ting. Z. Zhou, 2008
• ...