Introduction to Machine Learning

  • Type: Lecture
  • Chair: Information Services & Electronic Markets
  • Semester: WS 25/26
  • Place:

    Building 05.20 (Kronenplatz), Room 1C-02
  • Time:

    Mon. 14:00 - 15:30, weekly
  • Lecturer: Dr. Abdolreza Nazemi
  • SWS: 2
  • Lv-No.: 2540539
Links
Language English
Content
  • Introduction
  • Data Cleaning
  • Data Visualization
  • Linear Regression
  • Logistic Regression
  • Tree-based Algorithms
  • Support Vector Machine
  • Shrinkage Models
  • Dimensionality Reduction
  • Clustering
References
  • Alpaydin, E. (2014). Introduction to Machine Learning. Third Edition, MIT Press.
  • Hall, J. (2020). Machine Learning in Business: An Introduction to the World of Data Science.Independently published.
  • James, G., Witten, D., Hastie, T., and R. Tibshirani (2013). An Introduction to Statistical Learning: with Applications in R. Springer.
  • Tan, P. N., Steinbach, M., Karpatne, A., & Kumar, V. (2018). Introduction to data mining. Pearson