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Event
Introduction to Machine Learning [WS212540539]
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
- Introduction
- Data Cleaning
- Data Visualization
- Linear Regression
- Logistic Regression
- Tree-based Algorithms
- Support Vector Machine
- Shrinkage Models
- Dimensionality Reduction
- Clustering