Introduction to Statistical Machine Learning (COMP SCI 4401/7401), Semester 2, 2014
Teacher:: Dr. Javen Qinfeng Shi (Coordinator) and Prof. Chunhua Shen
Video Recording: Recorded vdieos can be found here. Lecture 1 was not recorded due to IT failure.
Lecture Time: 28 Jul - 15 Sep, Monday 2pm - 4pm; 6 Oct - 27 Oct, Monday 2pm - 4pm.
Location: Ingkarni Wardli, B20, Teaching Suite benefits.
Schedule:
- 28 July [Javen] Machine Learning Problem [ slides ]
- 4 Aug. [Javen] Supervised Learning --- Classification --- Algorithms including: KNN, Perceptron, SVM, LogReg [ slides]
- 11 Aug. [Chunhua] Supervised Learning --- Classification --- Boosting Algorithms [ slides]
- 18 Aug. [Chunhua] Supervised Learning --- Regression [ slides]
- 25 Aug. [Chunhua] Unsupervised Learning and Semi-Supervised Learning [ slides1][ slides2]
- 1 Sep. [Chunhua] Dimension reduction [ slides]
- 8 Sep. [Javen] Probabilistic Graphical Models --- Representation [ slides]
- 15 Sep. [Javen] Probabilistic Graphical Models --- Inference [ slides] ---- Mid-term Break ----
- 6 Oct. [Javen] Probabilistic Graphical Models --- Learning (Announcement: Monday is a Public holiday, thus no lecture then on Monday. The lecture content will be merged to the next lecture on 13 Oct. 2014.)
- 13 Oct. [Javen] Probabilistic Graphical Models --- Structure Estimation
- 20 Oct. [Javen] Kernels
- 27 Oct. [Javen] Learning Theory