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AY2024/2025 Semester 2
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.
| AUs | 3.0 AUs |
| Categories | Core |
| Not Available To All Programme With | (Admyr 2011-2017)-Non Direct Entry, (Admyr 2011-2018)-Direct Entry |
| Mutually Exclusive With | CE1015, CE1115, CE4073, CH0494, CZ1015, CZ1016, CZ1115, CZ4073, SC1015 |
| Exam |
| Mon | Tue | Wed | Thu | Fri | |
|---|---|---|---|---|---|
| 930 | |||||
| 1000 | |||||
| 1030 | |||||
| 1100 | |||||
| 1130 | |||||
| 1200 | |||||
| 1230 | |||||
| 1300 | |||||
| 1330 | |||||
| 1400 | |||||
| 1430 | |||||
| 1500 | |||||
| 1530 | |||||
| 1600 | |||||
| 1630 | |||||
| 1700 | |||||
| 1730 | |||||
| 1800 |
| Mon | Tue | Wed | Thu | Fri | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 830 | 70701 TUT (CBC1) 0830-0920 Mon COMP LAB 1, ONLINE Wk1,2,4-13, Teaching Wk3 | 70701 TUT (CBC1) 0830-0920 Mon COMP LAB 1, ONLINE Wk1,2,4-13, Teaching Wk3 | 70702 TUT (PHY1) 0830-0920 Mon COMP LAB 2, ONLINE Wk1,2,4-13, Teaching Wk3 | 70702 TUT (PHY1) 0830-0920 Mon COMP LAB 2, ONLINE Wk1,2,4-13, Teaching Wk3 | 70704 TUT (MAS2) 0830-0920 Tue COMP LAB 1, ONLINE Wk1,2,4-13, Teaching Wk3 | 70704 TUT (MAS2) 0830-0920 Tue COMP LAB 1, ONLINE Wk1,2,4-13, Teaching Wk3 | 70707 TUT (MAS3) 0830-0920 Wed COMP LAB 1, ONLINE Wk1,2,4-13, Teaching Wk3 | 70707 TUT (MAS3) 0830-0920 Wed COMP LAB 1, ONLINE Wk1,2,4-13, Teaching Wk3 | 70711 TUT (CBC5) 0830-0920 Fri COMP LAB 2, ONLINE Wk1,2,4-13, Teaching Wk3 | 70711 TUT (CBC5) 0830-0920 Fri COMP LAB 2, ONLINE Wk1,2,4-13, Teaching Wk3 | ||||
| 900 | ||||||||||||||
| 930 | 70701 LAB (CBC1) 0930-1020 Mon COMP LAB 1, ONLINE Wk1,2,4-13, Teaching Wk3 | 70701 LAB (CBC1) 0930-1020 Mon COMP LAB 1, ONLINE Wk1,2,4-13, Teaching Wk3 | 70702 LAB (PHY1) 0930-1020 Mon COMP LAB 2, ONLINE Wk1,2,4-13, Teaching Wk3 | 70702 LAB (PHY1) 0930-1020 Mon COMP LAB 2, ONLINE Wk1,2,4-13, Teaching Wk3 | 70704 LAB (MAS2) 0930-1020 Tue COMP LAB 1, ONLINE Wk1,2,4-13, Teaching Wk3 | 70704 LAB (MAS2) 0930-1020 Tue COMP LAB 1, ONLINE Wk1,2,4-13, Teaching Wk3 | 70707 LAB (MAS3) 0930-1020 Wed COMP LAB 1, ONLINE Wk1,2,4-13, Teaching Wk3 | 70707 LAB (MAS3) 0930-1020 Wed COMP LAB 1, ONLINE Wk1,2,4-13, Teaching Wk3 | 70711 LAB (CBC5) 0930-1020 Fri COMP LAB 2, ONLINE Wk1,2,4-13, Teaching Wk3 | 70711 LAB (CBC5) 0930-1020 Fri COMP LAB 2, ONLINE Wk1,2,4-13, Teaching Wk3 | ||||
| 1000 | ||||||||||||||
| 1030 | 70703 TUT (MAS1) 1030-1120 Mon COMP LAB 1, ONLINE Wk1,2,4-13, Teaching Wk3 | 70703 TUT (MAS1) 1030-1120 Mon COMP LAB 1, ONLINE Wk1,2,4-13, Teaching Wk3 | 70708 TUT (CBC3) 1030-1120 Wed COMP LAB 2, ONLINE Wk1,2,4-13, Teaching Wk3 | 70708 TUT (CBC3) 1030-1120 Wed COMP LAB 2, ONLINE Wk1,2,4-13, Teaching Wk3 | 70710 TUT (CBC4) 1030-1120 Thu COMP LAB 1, ONLINE Wk1,2,4-13, Teaching Wk3 | 70710 TUT (CBC4) 1030-1120 Thu COMP LAB 1, ONLINE Wk1,2,4-13, Teaching Wk3 | ||||||||
| 1100 | ||||||||||||||
| 1130 | 70703 LAB (MAS1) 1130-1220 Mon COMP LAB 1, ONLINE Wk1,2,4-13, Teaching Wk3 | 70703 LAB (MAS1) 1130-1220 Mon COMP LAB 1, ONLINE Wk1,2,4-13, Teaching Wk3 | 70708 LAB (CBC3) 1130-1220 Wed COMP LAB 2, ONLINE Wk1,2,4-13, Teaching Wk3 | 70708 LAB (CBC3) 1130-1220 Wed COMP LAB 2, ONLINE Wk1,2,4-13, Teaching Wk3 | 70710 LAB (CBC4) 1130-1220 Thu COMP LAB 1, ONLINE Wk1,2,4-13, Teaching Wk3 | 70710 LAB (CBC4) 1130-1220 Thu COMP LAB 1, ONLINE Wk1,2,4-13, Teaching Wk3 | ||||||||
| 1200 | ||||||||||||||
| 1230 | 70706 TUT (CBC2) 1230-1320 Tue COMP LAB 1, ONLINE Wk1,2,4-13, Teaching Wk3 | 70706 TUT (CBC2) 1230-1320 Tue COMP LAB 1, ONLINE Wk1,2,4-13, Teaching Wk3 | ||||||||||||
| 1300 | ||||||||||||||
| 1330 | 70705 TUT (PHY2) 1330-1420 Tue COMP LAB 2, ONLINE Wk1,2,4-13, Teaching Wk3 | 70705 TUT (PHY2) 1330-1420 Tue COMP LAB 2, ONLINE Wk1,2,4-13, Teaching Wk3 | 70706 LAB (CBC2) 1330-1420 Tue COMP LAB 1, ONLINE Wk1,2,4-13, Teaching Wk3 | 70706 LAB (CBC2) 1330-1420 Tue COMP LAB 1, ONLINE Wk1,2,4-13, Teaching Wk3 | ||||||||||
| 1400 | ||||||||||||||
| 1430 | 70705 LAB (PHY2) 1430-1520 Tue COMP LAB 2, ONLINE Wk1,2,4-13, Teaching Wk3 | 70705 LAB (PHY2) 1430-1520 Tue COMP LAB 2, ONLINE Wk1,2,4-13, Teaching Wk3 | ||||||||||||
| 1500 | ||||||||||||||
| 1530 | 70709 TUT (MAS4) 1530-1620 Wed COMP LAB 3, ONLINE Wk1,2,4-13, Teaching Wk3 | 70709 TUT (MAS4) 1530-1620 Wed COMP LAB 3, ONLINE Wk1,2,4-13, Teaching Wk3 | ||||||||||||
| 1600 | ||||||||||||||
| 1630 | 70709 LAB (MAS4) 1630-1720 Wed COMP LAB 3, ONLINE Wk1,2,4-13, Teaching Wk3 | 70709 LAB (MAS4) 1630-1720 Wed COMP LAB 3, ONLINE Wk1,2,4-13, Teaching Wk3 | ||||||||||||
| 1700 | ||||||||||||||
