Get the CS 3244 calendar as an link for use in calendaring applications, or see the calendar as a web page (never miss a class again, yeah right). Links to lecture notes and tutorials will start to function around the time the respective subject is covered in class.
|Week 1 (9 Aug)||No class due to National Day Holiday|
|Week 2 (16 Aug)||Administrivia and |
When can machines learn?
|Week 3 (23 Aug)||How can machines learn?|
Linear Model, Part I
|Week 4 (30 Aug)||Linear Model, Part II|
|Week 5 (6 Sep)||Support Vector Machines|
|Week 6 (13 Sep)||Kernelization|
|Week 7 (27 Sep)||Bias and Variance, and Overfitting|
|Week 8 (4 Oct)||Regularization, and Validation, and |
Why can machines learn?
Learning Theory, Part I
|Week 9 (11 Oct)||Learning Theory, Part II|
|Week 10 (18 Oct)||Decision Trees and Ensemble Methods|
|Week 11 (25 Oct)||Unsupervised Learning|
|Week 12 (1 Nov)||Neural Networks and Deep Learning|
|Week 13 (8 Nov)||Revision|
|Final Exam: 19 Nov (Sat), 9:00-11:00. Venue: TBA|