DE

Event

Introduction to Machine Learning [WS212540539]

Type
lecture (V)
Präsenz
Term
WS 21/22
SWS
2
Language
Englisch
Appointments
14
Links
ILIAS

Lecturers

Organisation

  • KIT-Fakultät für Wirtschaftswissenschaften

Part of

Literature

  • 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

Appointments

  • 18.10.2021 14:00 - 15:30 - Room: 10.50 Raum 604
  • 25.10.2021 14:00 - 15:30 - Room: 10.50 Raum 604
  • 08.11.2021 14:00 - 15:30 - Room: 10.50 Raum 604
  • 15.11.2021 14:00 - 15:30 - Room: 10.50 Raum 604
  • 22.11.2021 14:00 - 15:30 - Room: 10.50 Raum 604
  • 29.11.2021 14:00 - 15:30 - Room: 10.50 Raum 604
  • 06.12.2021 14:00 - 15:30 - Room: 10.50 Raum 604
  • 13.12.2021 14:00 - 15:30 - Room: 10.50 Raum 604
  • 20.12.2021 14:00 - 15:30 - Room: 10.50 Raum 604
  • 10.01.2022 14:00 - 15:30 - Room: 10.50 Raum 604
  • 17.01.2022 14:00 - 15:30 - Room: 10.50 Raum 604
  • 24.01.2022 14:00 - 15:30 - Room: 10.50 Raum 604
  • 31.01.2022 14:00 - 15:30 - Room: 10.50 Raum 604
  • 07.02.2022 14:00 - 15:30 - Room: 10.50 Raum 604

Note

  • Einführung
  • Data Cleaning
  • Data Visualization
  • Linear Regression
  • Logistic Regression
  • Tree-based Algorithms
  • Support Vector Machine
  • Shrinkage Models
  • Dimensionality Reduction
  • Clustering