In this era of information, vast amounts of new data are produced every day from various fields including scientific research,healthcare, industry and service processes. Using data effectively and extracting meaningful insights from data can significantly improve efficiencies, cut costs and add more value to organizations. This course aims to provide you with an understanding of basic techniques for data analysis, machine learning and dimension reduction for big data, and expose you to hands-on computational tools that are fundamental for data science. Besides supervised and unsupervised learning,another fundamental technology of Artificial Intelligence - reinforcement learning will also be introduced,including Markov decision process and Q- learning. Suited for anyone from different backgrounds, this course will show you how you could apply various methods to data examples and case studies from both research and industrial sources in the Singapore context.
| Academic Units | 3 |
| Exam Schedule | Mon May 05 2025 00:00:00 GMT+0000 (Coordinated Universal Time) 13:00-15:00 |
| Grade Type | Letter Graded |
| Department Maintaining | SPS |
| Prerequisites | PS0001 OR CZ1003 (Applicable to MACS) OR CZ1103 (Applicable to MACS) |
| Mutually Exclusive | CE1015, CE1115, CE4073, CH0494, CZ1015, CZ1016, CZ1115, CZ4073, SC1015 |
| Not Available to All Programme | (Admyr 2011-2017)-Non Direct Entry, (Admyr 2011-2018)-Direct Entry |
| Index | Type | Group | Day | Time | Venue | Remark |
|---|
0930
1030
1130
1230
1330
1430
1530
1630
1730
PS0002
70701
TUT | COMP LAB 1
Teaching Wk1,2,4-13
PS0002
70701
LAB | COMP LAB 1
Teaching Wk1,2,4-13
PS0002
70703
TUT | COMP LAB 1
Teaching Wk1,2,4-13
PS0002
70703
LAB | COMP LAB 1
Teaching Wk1,2,4-13
PS0002
70701
TUT | ONLINE
Teaching Wk3
PS0002
70701
LAB | ONLINE
Teaching Wk3
PS0002
70703
TUT | ONLINE
Teaching Wk3
PS0002
70703
LAB | ONLINE
Teaching Wk3
PS0002
70702
TUT | COMP LAB 2
Teaching Wk1,2,4-13
PS0002
70702
LAB | COMP LAB 2
Teaching Wk1,2,4-13
PS0002
70702
TUT | ONLINE
Teaching Wk3
PS0002
70702
LAB | ONLINE
Teaching Wk3
PS0002
70704
TUT | COMP LAB 1
Teaching Wk1,2,4-13
PS0002
70704
LAB | COMP LAB 1
Teaching Wk1,2,4-13
PS0002
70706
TUT | COMP LAB 1
Teaching Wk1,2,4-13
PS0002
70705
TUT | COMP LAB 2
Teaching Wk1,2,4-13
PS0002
70705
LAB | COMP LAB 2
Teaching Wk1,2,4-13
PS0002
70704
TUT | ONLINE
Teaching Wk3
PS0002
70704
LAB | ONLINE
Teaching Wk3
PS0002
70706
TUT | ONLINE
Teaching Wk3
PS0002
70705
TUT | ONLINE
Teaching Wk3
PS0002
70705
LAB | ONLINE
Teaching Wk3
PS0002
70706
LAB | COMP LAB 1
Teaching Wk1,2,4-13
PS0002
70706
LAB | ONLINE
Teaching Wk3
PS0002
70707
TUT | COMP LAB 1
Teaching Wk1,2,4-13
PS0002
70707
LAB | COMP LAB 1
Teaching Wk1,2,4-13
PS0002
70708
TUT | COMP LAB 2
Teaching Wk1,2,4-13
PS0002
70708
LAB | COMP LAB 2
Teaching Wk1,2,4-13
PS0002
70709
TUT | COMP LAB 3
Teaching Wk1,2,4-13
PS0002
70709
LAB | COMP LAB 3
Teaching Wk1,2,4-13
PS0002
70707
TUT | ONLINE
Teaching Wk3
PS0002
70707
LAB | ONLINE
Teaching Wk3
PS0002
70708
TUT | ONLINE
Teaching Wk3
PS0002
70708
LAB | ONLINE
Teaching Wk3
PS0002
70709
TUT | ONLINE
Teaching Wk3
PS0002
70709
LAB | ONLINE
Teaching Wk3
PS0002
70710
TUT | COMP LAB 1
Teaching Wk1,2,4-13
PS0002
70710
LAB | COMP LAB 1
Teaching Wk1,2,4-13
PS0002
70710
TUT | ONLINE
Teaching Wk3
PS0002
70710
LAB | ONLINE
Teaching Wk3
PS0002
70711
TUT | COMP LAB 2
Teaching Wk1,2,4-13
PS0002
70711
LAB | COMP LAB 2
Teaching Wk1,2,4-13
PS0002
70711
TUT | ONLINE
Teaching Wk3
PS0002
70711
LAB | ONLINE
Teaching Wk3
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