Introduction to Statistical Machine Learning (COMP SCI 4401/7401), Semester 2, 2014
Teachers: 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, 6 Oct - 27 Oct, Monday 2pm - 4pm.
Location: Ingkarni Wardli, B20, Teaching Suite.
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 [ slides ] (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 [ slides ]
- 20 Oct. [Javen] Kernels [ slides from Nello Cristianini ]
- 27 Oct. [Javen] Learning Theory [ slides ]