Diese Seite auf DE
Event
Introduction to Machine Learning [WS202540539]
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
- 04.11.2020 10:00 - 11:30 - Room: 20.30 Seminarraum -1.017 (UG)
- 11.11.2020 10:00 - 11:30 - Room: 20.30 Seminarraum -1.017 (UG)
- 18.11.2020 10:00 - 11:30 - Room: 20.30 Seminarraum -1.017 (UG)
- 25.11.2020 10:00 - 11:30 - Room: 20.30 Seminarraum -1.017 (UG)
- 02.12.2020 10:00 - 11:30 - Room: 20.30 Seminarraum -1.017 (UG)
- 09.12.2020 10:00 - 11:30 - Room: 20.30 Seminarraum -1.017 (UG)
- 16.12.2020 10:00 - 11:30 - Room: 20.30 Seminarraum -1.017 (UG)
- 23.12.2020 10:00 - 11:30 - Room: 20.30 Seminarraum -1.017 (UG)
- 13.01.2021 10:00 - 11:30 - Room: 20.30 Seminarraum -1.017 (UG)
- 20.01.2021 10:00 - 11:30 - Room: 20.30 Seminarraum -1.017 (UG)
- 27.01.2021 10:00 - 11:30 - Room: 20.30 Seminarraum -1.017 (UG)
- 03.02.2021 10:00 - 11:30 - Room: 20.30 Seminarraum -1.017 (UG)
- 10.02.2021 10:00 - 11:30 - Room: 20.30 Seminarraum -1.017 (UG)
- 17.02.2021 10:00 - 11:30 - Room: 20.30 Seminarraum -1.017 (UG)
Note
- Introduction
- Data Cleaning
- Data Visualization
- Linear Regression
- Logistic Regression
- Tree-based Algorithms
- Support Vector Machine
- Shrinkage Models
- Dimensionality Reduction
- Clustering