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DS223: Programming for Data Science (2/2018)Class meeting: 11.00-13.00 Tuesday @ CSB 303 and Friday @ CSB 209 Instructor: Jakramate Bootkrajang Email: jakramate.b@cmu.ac.th Office hours : 16.00-17.00 Tuesday,Friday @ CSB 107 |
- Welcome to course's homepage
- No class on 15 March 2019 due to severe PM2.5 condition
- midterm score
- homework score
- 1.Computational Thinking
- 2.Fundamental of programming
- Syntax
- Variables and data type
- Expressions and assignments
- 3.Functions
- 4.Conditionals and Boolean logic
- 5.Iterations
- 6.Basic file I/O
- 7.Data structure
- String, Array
- 8.Data manipulation process
- List comprehension
- Lambda, filter, map, reduce
- 9.Scientific computing package
- Numpy, Scipy, Matplotlib
Class schedule
| Date | Lab (Tue) CSB 303 | Date | Lecture (Fri) CSB 209 | Homework |
| 8 Jan | (LAB) Jupyter notebook [Slides] | 11 Jan | Computational Thinking [Slides] | - |
| 15 Jan | (LAB) Syntax, semantics, expressions [Slides] | 18 Jan | Basic functions [Slides] | HW1 |
| 22 Jan | (LAB) function 1 (DNA sequence analysis) [Slides] | 25 Jan | Recursive functions [Slides] | HW2 |
| 29 Jan | (LAB) function 2 [Slides] | 1 Feb | Conditionals [Slides] | HW3 |
| 5 Feb | (LAB) conditionals [Slides] | 8 Feb | Iterations [Slides] | HW4 |
| 12 Feb | (LAB) single loop [Slides] | 15 Feb | File I/O [Slides] | HW5 |
| 19 Feb | วันมาฆะบูชา | 22 Feb | Iterations 2 [Slides] | HW6 |
| 26 Feb | (LAB) File manipulation [Slides] | 1 Mar | ทบทวนก่อนสอบ | |
| 5 Mar | Midterm Examination -- Time: 12.00-15.00 -- Room: CSB100 | |||
| 12 Mar | (LAB) nested loops [Slides] | 15 Mar | No class (PM2.5) | HW7 |
| 19 Mar | (LAB) String and Array [Slides] | 22 Mar | Dictionary and Set [Slides] | HW8 |
| 26 Mar | (LAB) Set, Dictionary [Slides] | 29 Mar | Numpy, Scipy [Slides] | HW9 |
| 2 Apr | (LAB) Numpy, Scipy [Slides] | 5 Apr | Matplotlib, Pandas [Slides] | HW10 |
| 9 Apr | (LAB) Matplotlib, Pandas [Slides] [dataset] | 12 Apr | วันสงกรานต์ | |
| 16 Apr | วันสงกรานต์ | 19 Apr | Scikit-learn [Slides] | Project |
| 23 Apr | (LAB) Scikit-learn [dataset][Notebook] | 26 Apr | ทบทวนก่อนสอบ | |
| 2 May | Final Examination -- Time: 15.30-18.30 -- Room:TBC | |||
Grading
- Midterm 30 %
- Final 30 %
- Assignments 12 x 3 = 36 %
- Attendance 4 %
Useful resources